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
It would make perfect sense if Trump was a Putin operative
It would make perfect sense if Trump was a Putin operative
Presents a specific conspiratorial claim (Trump as Putin operative) without evidence or substantiation.
Unverified Claim
0.70
@happyglass8698
Mar 4, 2025
Cleaner yet they are still dirty
Cleaner yet they are still dirty
Makes a derogatory and unsubstantiated generalization about a group of people without evidence or context.
Unverified Claim
0.70
NOTabugspy
Feb 18, 2026
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were …
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were given papers to come into Canada in 2016 by none other than this very liberal government. Immigration minister Marc miller who is still a cabinet mp in a different position
Makes claims about ISIS fighters and immigration minister approval that require verification; blames liberal government for security failures.
krism1815
Feb 18, 2026
PM Trudeau, 70% of Americans do NOT want this either. Unfortunately, that remaining 30% is well-armed, is gullible, is fanatic, and is organized.
PM Trudeau, 70% of Americans do NOT want this either. Unfortunately, that remaining 30% is well-armed, is gullible, is fanatic, and is organized.
Makes a specific factual claim about American public opinion (70% statistic) without evidence, paired with characterization of the remaining 30%.
@PatrickMims-m2i
Mar 4, 2025
Of course it's not about fentanyl. This is about isolating the US from its allies, destroying the North American dream, profiting off its people, and aiding Putin's global plans.
Of course it's not about fentanyl. This is about isolating the US from its allies, destroying the North American dream, profiting off its people, and aiding Putin's global plans.
Makes unsubstantiated claims about hidden motives (isolating US, aiding Putin) presented as fact without evidence.
@riverbeee9643
Mar 4, 2025
Donald is working for the enemy, he’s Putin’s puppet!????
Donald is working for the enemy, he’s Putin’s puppet!????
Makes an unsubstantiated claim that a political figure is a foreign agent, combined with expressions of threat/danger.
@KingT1807
Mar 4, 2025
Trump only attacks America’s allies like a true Russian agent.
Trump only attacks America’s allies like a true Russian agent.
Makes an unsubstantiated claim that Trump acts as a Russian agent without evidence.
@billyrubin3108
Mar 4, 2025
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute …
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute on Drug Abuse \n\nTobacco kills approximately 480,000 people per year in the U.S.\n\nThis includes 41,000 deaths from secondhand smoke exposure.\n\nWith these numbers you’re think we’d be going after big pharmaceutical companies and tobacco companies if Trump is so concerned with the health of Americans! ??♂️ \n\nThere’s no way these tariffs are about fetanyl ! He’s INTENTIONALLY crashing the market so he can buy low
Commenter presents specific factual claims about drug deaths and tobacco mortality, then makes an unsubstantiated conspiracy claim that tariffs are intentionally designed to crash markets.
@Thereallyjonez
Mar 4, 2025
Today onward there will be military mission with Canada..
Today onward there will be military mission with Canada..
Makes an unsubstantiated claim about future military action between US and Canada without evidence.
@thilinarajakaruna8478
Mar 4, 2025
Inflation cominnup cuz biden he did Trump never did . And why biden give 300 billón dollars to ucraine. You. Canadian. . bla bla bla. Never Say ..Word to biden hmmm
Inflation cominnup cuz biden he did Trump never did . And why biden give 300 billón dollars to ucraine. You. Canadian. . bla bla bla. Never Say ..Word to biden hmmm
Makes specific factual claims about inflation causation and foreign aid spending without evidence, though presentation is incoherent.
@PedroRivadeneira-n5x
Mar 4, 2025
India is like Zionist Israel which wants to control all aspects of life
India is like Zionist Israel which wants to control all aspects of life
Makes a sweeping, unsubstantiated comparison between India and Israel using inflammatory language.
IvanCuex
Feb 23, 2026
He is just lieing we don't need shit from canada
He is just lieing we don't need shit from canada
Makes an unsubstantiated factual claim ('we don't need shit from canada') presented without evidence.
@benshreve9683
Mar 4, 2025
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Posts another religious text quote out of context, appearing to support caste-based discrimination through selective scriptural citation.
Unverified Claim
0.70
GrambanglaRestaurant
Feb 23, 2026
Canadians have been fooled. Trudeau is still the prime minister.
Canadians have been fooled. Trudeau is still the prime minister.
Makes an unsubstantiated claim that Canadians have been deceived about Trudeau's status as prime minister.
Unverified Claim
0.70
@lc8850
Mar 4, 2025
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852
Mar 4, 2025
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Makes unsubstantiated claims about fentanyl being 'nonsense' and asserts without evidence that Trump/Vance/Musk's motives are purely power/money-seeking.
@PamWaker
Mar 4, 2025
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Presents unsubstantiated conspiracy theory about Trump being manipulated by Putin and owing him money without evidence.
@rocarroll1533
Mar 4, 2025
Putin despises Canada. Canada has the largest Ukrainian diaspora in the world. Canada supports Ukraine. Trump works for Putin. Buckle up USA! You were warned.
Putin despises Canada. Canada has the largest Ukrainian diaspora in the world. Canada supports Ukraine. Trump works for Putin. Buckle up USA! You were warned.
Makes unsubstantiated claims about Trump's allegiance to Putin and implies geopolitical danger without evidence.
@esoterika2355
Mar 4, 2025
Trudeau should be careful, otherwise Trump might discontinue the 200 billion dollar handout we give him every year.
Trudeau should be careful, otherwise Trump might discontinue the 200 billion dollar handout we give him every year.
Makes an unverified claim about a '$200 billion handout' from Canada to Trump without evidence.
@incognito-yj4gu
Mar 4, 2025
Imagine a country's leader speaking articulately for BlackRock .... shame! \nBlackRock investments in Canada = $330 billion \nBlackRock owns 47% of Ukraine territory \nand economic + financial advisors of Biden
Imagine a country's leader speaking articulately for BlackRock .... shame!
\nBlackRock investments in Canada = $330 billion
\nBlackRock owns 47% of Ukraine territory
\nand economic + financial advisors of Biden
Comment presents specific unverified claims about BlackRock ownership percentages and financial influence without evidence.
@almostamerican8077
Mar 4, 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)