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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Policy Critique
5,980 comments
Liberals are really good at making people and money disappear.
Liberals are really good at making people and money disappear.
Criticism of Liberal government competence with an unsubstantiated claim about making 'people and money disappear.'
Alvar-hd2tz
Sep 30, 2025
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Critiques trade war policy as exploitative of friendship while dismissing Trudeau, arguing that no winner emerges from such economic conflict.
@annieyip2176
Mar 4, 2025
This is the same guy that closed peoples bank accounts during covid starving families where truck drivers and farmers couldn't make a living a dictator driven by self power and here we have u.s citizens …
This is the same guy that closed peoples bank accounts during covid starving families where truck drivers and farmers couldn't make a living a dictator driven by self power and here we have u.s citizens saying they agree with him and his sugar coating if that's the case move to Canada we have become to dependent on other countries supplying us with what we can produce ourself its time to get back to work made in America for Americans there is nothing we can't do if we come together and stop believing the hype that we need other countries
Criticizes past government actions (bank account closures) and current policy direction, with an implicit call for economic self-sufficiency and national unity.
@hiphop-pb7oz
Mar 4, 2025
The clown prime minister trudeau sounds like zelensky with his fear mongering feel fear americans. Canada has maid, america under trump is pro life. I fear maid in ??healthcare most.
The clown prime minister trudeau sounds like zelensky with his fear mongering feel fear americans. Canada has maid, america under trump is pro life. I fear maid in ??healthcare most.
Criticizes Canadian PM and policies (MAID, healthcare) while comparing to US approach under Trump.
@ehm2943
Mar 4, 2025
It's funny how Canada is so protective of US citizens coming into Canada but...
It's funny how Canada is so protective of US citizens coming into Canada but...
Critiques Canada's immigration policy by comparing treatment of US citizens versus other groups, though incomplete.
@theearloffunk7223
Mar 4, 2025
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Disagrees with a specific claim made in the video, critiquing the characterization of Trump's intelligence.
Policy Critique
0.75
@khadijahdavis1572
Mar 4, 2025
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 2025
When has Trudeau ever cared about his people???
When has Trudeau ever cared about his people???
Rhetorical question criticizing Trudeau's leadership and concern for Canadian citizens.
Policy Critique
0.75
@leelaughton3767
Mar 4, 2025
Trudeau has to know that his party has killed the military and made them laughing stocks. An still starves yhem for funds snd equopement. Liberal party has raped canada for personal gain. They all got …
Trudeau has to know that his party has killed the military and made them laughing stocks. An still starves yhem for funds snd equopement. Liberal party has raped canada for personal gain. They all got rich pn stolen loot. This was a good speach but way to late and too little
Criticizes government policy on military funding and makes unsubstantiated claims about corruption ('raped canada for personal gain'), though the core argument is policy-focused.
@JackDowdall-z1f
Mar 4, 2025
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
Critiques Trudeau's political leadership while asserting Canadian identity preferences, with comparative framing about Trump's influence.
@brianscotpatterson2101
Mar 4, 2025
Hey world when the it hits the fan . Don’t ask the USA for help. Just end this war doesn’t mean Trump is with Russia . Trudeau why are you all of a sudden being …
Hey world when the it hits the fan . Don’t ask the USA for help. Just end this war doesn’t mean Trump is with Russia . Trudeau why are you all of a sudden being a leader. Your own country can’t stand you
Criticizes Trudeau's leadership and policy decisions while questioning Canada's international stance and domestic support.
@user-uk7vp3gu1x
Mar 4, 2025
Trudeau is a left-wing woker nutcase just like the EU
Trudeau is a left-wing woker nutcase just like the EU
Dismissive characterization of Trudeau's political ideology and comparison to EU policies as critique.
@mrfriedchen888
Mar 4, 2025
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Critiques US drug enforcement policy as contributing to cross-border fentanyl problems, comparing regulatory approaches.
@BCSoHappy
Mar 4, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Ten years of liberals that’s why
Ten years of liberals that’s why
Blames the Liberal government for immigration problems, attributing responsibility to a decade of their governance.
Jumboisback-j1p
Jan 19, 2026
Why to blame people blame the govt who used students for their feees
Why to blame people blame the govt who used students for their feees
Critiques government policy for exploiting international students through fees rather than blaming the students themselves.
Carcare_taker
Oct 5, 2025
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Criticizes government policy for allowing Indian nationals to scam Canada, combining policy critique with an unverified generalization about India as a 'scammer country.'
Slimshady8633
Oct 5, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
If you wanna work with the American people, then stop tarrifing ud
If you wanna work with the American people, then stop tarrifing ud
Criticizes Trump's tariff policy as an obstacle to working with Americans, framing it as a policy problem.
@Roaring2Thunder
Mar 4, 2025
And liberal politicians tell their people that America is the one invading Canada.
And liberal politicians tell their people that America is the one invading Canada.
Critiques liberal politicians' messaging about US-Canada relations, framing it as misleading or hypocritical.
noco7243
Oct 7, 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)