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 is weaker than tissue.
Trudeau is weaker than tissue.
Criticizes Trudeau's leadership strength, implying weakness in policy or governance.
@SunRay629
Mar 4, 2025
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Criticizes Trudeau's tariff strategy and urges a different approach, combining policy critique with directive advice.
@lennyp6669
Mar 4, 2025
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Challenges a policy position (eliminating fentanyl) by pointing out its legitimate medical use, critiquing the approach.
@txlee5513
Mar 4, 2025
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Questions government fund allocation and job cuts while making unsubstantiated corruption allegations against specific individuals.
@JamesBondzX
Mar 4, 2025
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Critiques Canadian government motives ('clip farming') and presents unverified claim about profit from tariffs, while defending American policy.
@DJPKFIRE
Mar 4, 2025
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Criticism of Trump's diplomatic approach and competence in foreign relations.
Policy Critique
0.80
@RobertKoeck-tn8uf
Mar 4, 2025
It makes no sense! We should not be soft on Russia!
It makes no sense! We should not be soft on Russia!
Criticizes perceived softness in policy toward Russia, combining policy disagreement with security concern framing.
@janineramsden1363
Mar 4, 2025
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
Criticizes government policy effectiveness and implicitly calls for stronger economic measures against the US.
@shoottrue5115
Mar 4, 2025
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they …
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they think might be even a little sympathetic to American interests.
Analyzes political consequences of U.S. tariff policy on Canadian elections, predicting voter backlash against perceived American sympathizers.
@thenobleandmightybeaver4411
Mar 4, 2025
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
Criticizes CNN's timing and coverage while defending the PM's actions as consistent with campaign promises.
@witwisniewski2280
Mar 4, 2025
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Criticizes Trudeau's leadership while asserting national identity and preference for Trump, mixing policy critique with identity framing.
@barry167
Mar 4, 2025
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
Criticizes Trudeau's policies and governance while using inflammatory language to express concern about his leadership as a threat to society.
@Sorlendingen82
Mar 4, 2025
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Critiques government taxation and economic policy while making claims about fentanyl prevalence and ideological concerns.
@The-Smallest-minority
Mar 4, 2025
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
Proposes a policy solution (equal tariffs) framed as an equitable approach to trade disputes.
@jawbreaker707
Mar 4, 2025
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Uses humor to criticize Trudeau's leadership and alleged alignment with the World Economic Forum.
@chrishackworth5745
Mar 4, 2025
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Critiques the geopolitical logic of a breach with an Arctic nation, questioning policy rationale.
Policy Critique
0.80
@Marie-AngeZicher
Mar 4, 2025
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will …
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will be ending sanction against Russia, breaking up NATO and selling out Ukraine.
Criticizes Trump's trade and foreign policy inconsistencies while making unverified claims about Putin benefiting and NATO dissolution plans.
@AllanCease
Mar 4, 2025
So if Dump is so concerned about Fentanyl why did he pardon that Silk Road guy?! Hmmmm.
So if Dump is so concerned about Fentanyl why did he pardon that Silk Road guy?! Hmmmm.
Critiques Trump's fentanyl policy stance as hypocritical given his pardon of Silk Road founder, using sarcasm for rhetorical effect.
@Joanne-lw9yh
Mar 4, 2025
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
Critical judgment of Trump's policies framed as deliberate destruction, though expressed dismissively.
Policy Critique
0.80
@gabrieulus
Mar 4, 2025
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada …
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada needs the US trade more than the US needs Canada. The US should completely close the border and we should be making all the products we get from Canada here in the US as we need the jobs more than the trade from Canada.And as an added bonus the US can save all the money we spend defending Canada with our military, let Canada foot the bill for their own defense. So ESBFGGC
Criticizes Trudeau's conduct and argues for U.S. self-sufficiency and reduced Canadian trade dependence.
@Nikiskibob
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)