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
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Brief assertion that Canada's immigration policy is not sufficiently restrictive, critiquing government enforcement.
Policy Critique
0.75
evgenikolev2926
Feb 11, 2026
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
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American …
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American president.
Critiques the approach of addressing the American public directly rather than government-to-government channels.
@WadeJenkins-p9p
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
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Critiques Canada's immigration policy as insufficiently restrictive while comparing to France.
systemadmin2051
Feb 12, 2026
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut …
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut job as well. I'm so sorry Canada for this childish rhetoric coming from our idiots in thief.
Critiques US tariff policy by comparing to historical precedent (McKinley), with comparative framing across nations and apology to Canada for US rhetoric.
@angelocordova2560
Mar 4, 2025
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there …
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there is an attempt the US Congress and the current states will block that.
Critiques the premise of US annexation of Canada by asserting democratic principles and institutional safeguards against such action.
@rebeccacanales
Mar 4, 2025
It has not gone unnoticed. Just people in charge didn't want to do anything
It has not gone unnoticed. Just people in charge didn't want to do anything
The comment critiques government inaction on a recognized problem, suggesting deliberate negligence by those in power.
mattwiggins8250
Feb 18, 2026
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
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
Criticizes Trudeau's fitness for office and suggests he should focus on domestic concerns rather than international speech-making.
@Georgeduran863
Mar 4, 2025
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Criticizes Trudeau's governance ('dictator') while questioning CNN's credibility, mixing policy critique with identity-based framing.
@catalinopris6462
Mar 4, 2025
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 …
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 2021 succeeded.
Criticizes Trudeau's parliamentary shutdown as authoritarian overreach, comparing it to the January 6 insurrection to illustrate severity.
@leocrazy2464
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
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin …
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin must be patting himself on the back for a job well done. Disgusting Republicans.
Criticizes Trump's tariff policy while making unsubstantiated claims about Putin's influence and Republican coordination.
@JMan-jj8ic
Mar 4, 2025
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
Proposes alternative tariff policy favoring Canadian-owned businesses over foreign chains as critique of current approach.
@chrisd3710
Mar 4, 2025
A million foreign students a year...
A million foreign students a year...
The comment critiques immigration policy by highlighting the scale of foreign student intake, with an implicit concern about volume and impact.
jeromethibodeau4378
Feb 18, 2026
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
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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