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
TRUDEAU AND BIDEN WERE BEST OF FRIENDS. BIDEN WAS A FOOL
TRUDEAU AND BIDEN WERE BEST OF FRIENDS. BIDEN WAS A FOOL
Criticizes Biden's judgment in his relationship with Trudeau, implying poor diplomatic decision-making.
@DESMITH-du9uk
Mar 4, 2025
I am sorry, but smart people don't make mistakes like Trump!
I am sorry, but smart people don't make mistakes like Trump!
Criticizes Trump's intelligence and decision-making as a leader.
Policy Critique
0.80
@Ivan-y3w6e
Mar 4, 2025
That loser does not speak for Canadians. That spoiled brat has never paid a bill in his life.
That loser does not speak for Canadians. That spoiled brat has never paid a bill in his life.
Criticizes Trump as not representing Canadians and attacks his character/background, implying he lacks legitimacy.
@mackenziehinschberger3699
Mar 4, 2025
Sounds like Canada had a true plan to work on border crossings and drug problem, while Trump wants to just attack and make up lies about criminals and numbers.
Sounds like Canada had a true plan to work on border crossings and drug problem, while Trump wants to just attack and make up lies about criminals and numbers.
Contrasts Canada's evidence-based border policy approach with Trump's alleged dishonesty and fabricated statistics, critiquing the latter's approach.
@we3andtherv570
Mar 4, 2025
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Critiques political establishment for perpetuating status quo while using sarcastic 'Sheep' insult, combining policy analysis with ironic commentary.
@Mickeymouse7727
Mar 4, 2025
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him …
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him here though when he says Canadians don't hold this tariff thing against Americans. WE DO! You're the ones who elected this wrecking ball who destroys everything (and everyone) he touches. I encourage all our Europeans friends to buy Canadian whenever possible.
Defends Trudeau's policies (dental coverage) while critiquing his tariff stance, combining personal perspective with policy analysis.
@turningofthetide1000
Mar 4, 2025
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Defends Trump's tariff policy as intentional worker protection, offering analysis of policy rationale.
Policy Critique
0.80
@nikolas2715
Mar 4, 2025
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
Accuses Trudeau of manipulation and suggests he is attempting to divide Americans against their government.
@Asianmamadiary
Mar 4, 2025
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is …
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is begging ... Trudeau and Canada will end up begging and getting humiliated again.
Critiques Canada's economic position and predicts humiliation, combining fiscal analysis with alarmist framing.
@BellSilver-q8i
Mar 4, 2025
You are a dictionary too, you destroyed Canada with the help of the fake news media
You are a dictionary too, you destroyed Canada with the help of the fake news media
Blames the PM and media for Canada's problems, critiquing government leadership and media influence.
@JorgeAlbertoospna
Mar 4, 2025
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I …
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I predict however that this period will not last very long. Only as long as necessary to make it possible for Trump to say that they didn't work out as planned because of some reason.
Analyzes Trump's tariff policy motivations and predicts outcomes, with comparative perspective from Netherlands.
@harrybakker89
Mar 4, 2025
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Criticizes presidential leadership for departing from American ideals and values.
@hammerjim19741
Mar 4, 2025
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for …
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for mass immigration like student, visitor and work permit. so, some people used those visas to enter Canada and crossed US border. I am Canadian and moved to US for work only because of this guy Trudeau who devalued Loonie in 10 years. Only Canadian lived better in Harper Era. You destroyed everything.
Criticizes Trudeau's immigration and economic policies, cites unverified border crossing statistics, and includes personal narrative of emigration.
@RajPatel-Conscience
Mar 4, 2025
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out …
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out bye ?
Criticizes Trudeau's inconsistency and references US tariffs on Canada, combining policy critique with economic concerns.
@HJDtemp
Mar 4, 2025
Shame you didn't support your citizens during other recent events!
Shame you didn't support your citizens during other recent events!
Expresses criticism that the government failed to support citizens during previous events, implying policy failure.
Policy Critique
0.80
@amandaslade9072
Mar 4, 2025
I wish Trudeau would not say America but say Trump...
I wish Trudeau would not say America but say Trump...
The commenter expresses a preference for more direct naming of Trump rather than America, critiquing Trudeau's rhetorical approach.
Policy Critique
0.80
@GamingMusicTechAndLife
Mar 4, 2025
Lost credibility when he said Trump's a smart guy ? ?
Lost credibility when he said Trump's a smart guy ? ?
The commenter criticizes Trudeau's credibility based on his characterization of Trump as smart, questioning his judgment.
Policy Critique
0.80
@Teddy2Nuts
Mar 4, 2025
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority …
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority of its people are wonderful but Trudeau is... Really !
Criticizes Trudeau's policies and COVID response while making unsubstantiated claims about WEF connections and dictatorial actions.
@deanwilsher8189
Mar 4, 2025
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Criticizes leadership as fearful while expressing anxiety about future economic consequences, blending critique with economic concern.
@Scottiepoop
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)