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
The government allows it because they want to exploit people
The government allows it because they want to exploit people
Critiques government immigration policy as intentionally exploitative, combining policy analysis with a conspiracy-like claim about government motives.
Zanebadur420
Feb 8, 2026
What a hypocrite, he also decide to do that to the Canada. Like if he had the upper hand... This guy has to get out!! Trudeau, what a bad person and a liar.. he does …
What a hypocrite, he also decide to do that to the Canada. Like if he had the upper hand... This guy has to get out!! Trudeau, what a bad person and a liar.. he does exactly what he said.. hypocrite.. this guy is alao desire war over his people...
Accusation of hypocrisy against Trudeau for applying tariffs while criticizing Trump, with calls for his removal and framing of him as a threat to his people.
@Darty2590
Mar 4, 2025
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
Mar 4, 2025
Wasn’t Trudeau supposed to be gone? Canadians can’t stand him.
Wasn’t Trudeau supposed to be gone? Canadians can’t stand him.
Expresses dissatisfaction with Trudeau's leadership and implies public disapproval, combining political criticism with a claim about Canadian sentiment.
@ap4374
Mar 4, 2025
How quickly people forget. This dog of a minister Trudeau has done lot of .... in the C years. He shouldn't be a leader Wef doll, but locked up in an insane asylum
How quickly people forget. This dog of a minister Trudeau has done lot of .... in the C years. He shouldn't be a leader Wef doll, but locked up in an insane asylum
Criticizes Trudeau's leadership record and invokes WEF conspiracy framing while questioning his fitness for office.
@Leo-v5m6u
Mar 4, 2025
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
Critiques both Canadian and American policy while comparing the nations' approaches to tariffs and trade.
@merkaba929
Mar 4, 2025
Trump is messing up the USA ???
Trump is messing up the USA ???
Expresses criticism of Trump's policies/governance, though brief and without specific details.
Policy Critique
0.75
@missveefamilychannel850
Mar 4, 2025
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
Criticizes a political leader's decision to resign as abandonment, with a personal/family comparison implying broader character critique.
@Namcit
Mar 4, 2025
And he wants to help zalinscys with the war... What a dumb ass...
And he wants to help zalinscys with the war... What a dumb ass...
Criticizes a political figure's foreign policy position regarding Ukraine with dismissive language.
Policy Critique
0.75
@chetd516
Mar 4, 2025
You can call me mud but trump is screwing us all up
You can call me mud but trump is screwing us all up
Expresses criticism of Trump's policies/actions affecting Canada, though vague in specifics.
Policy Critique
0.75
@TerryBrooks-ef2ly
Mar 4, 2025
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying …
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying hypocrite who put us in this position by not negotiating in good faith.
Critiques Trudeau's negotiating approach and references specific tariff figures, though the 200% claim lacks verification.
@jdbc84
Mar 4, 2025
Keep your Fentanyl out of America, end your tariffs on the goods you import from America and protect your North West passage from China and we won’t put tariffs against your bull shit insignificant country.
Keep your Fentanyl out of America, end your tariffs on the goods you import from America and protect your North West passage from China and we won’t put tariffs against your bull shit insignificant country.
Demands policy changes on fentanyl, tariffs, and security while framing Canada dismissively and threatening reciprocal tariffs.
@stinkeye460
Mar 4, 2025
I’ve never heard a more disingenuous speech. Look at his eyes Canadians. He lies just like Trump.
I’ve never heard a more disingenuous speech. Look at his eyes Canadians. He lies just like Trump.
Accuses the Prime Minister of dishonesty and insincerity, comparing him unfavorably to Trump without evidence.
@DestoRest
Mar 4, 2025
I think Trump doesn't like Trudeau and this is why he is really doing this. Hopefully with new leadership the tarriffs will be lifted.
I think Trump doesn't like Trudeau and this is why he is really doing this. Hopefully with new leadership the tarriffs will be lifted.
Speculates about Trump's personal motivations for tariffs and expresses hope for policy change under new leadership.
@heatherM-98
Mar 4, 2025
this idiot has 30 days left in office, i hope the new leader of canada has a brain
this idiot has 30 days left in office, i hope the new leader of canada has a brain
Dismisses Trump's leadership while implicitly calling for Canadian leadership to be more competent, with implied hope for better governance.
@jaye6450
Mar 4, 2025
There is nothing polite about you Trudeau
There is nothing polite about you Trudeau
Direct criticism of Trudeau's character and approach, framed as a moral judgment about politeness.
Policy Critique
0.75
@jandjamaze
Mar 4, 2025
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If …
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If he was an ally, he would try to find ways to end the war, not putting more fuel to the fire by sending money with no plan, no end in sight.
Critiques Trump's foreign policy approach to Ukraine and characterizes it as counterproductive, while implicitly comparing desired vs. actual policy outcomes.
@caiorearte2451
Mar 4, 2025
Kinda sounds like what our prime miniater did to us?
Kinda sounds like what our prime miniater did to us?
Draws parallel between Trump's actions and Canadian PM's policies, critiquing both through comparison.
@Devilsdreamable
Mar 4, 2025
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
Critiques trade war policy while making an identity-based claim about electoral motivations.
@youraverageblackgirl4621
Mar 4, 2025
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
Proposes a policy solution while making an unsubstantiated claim about 'millions of bogus cases' without evidence.
mightypaws2645
Dec 30, 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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