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
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And …
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And we are citizens are going to pay the brunt of it, not corporations or billionaires.. We as citizens now have to financially fight back against our own government
Critiques government policy on tariffs and trade relations while arguing citizens bear economic costs that corporations avoid.
@harveyross8624
Mar 4, 2025
Trump is a disgrace
Trump is a disgrace
Brief criticism of Trump's character and leadership without elaboration.
Policy Critique
0.85
@Oakysh
Mar 4, 2025
This clown was ready to resign and step down. He should be thanking trump that his leadersip of canada still exists. Canada was and is going down the tubes. All of canada wanted this clown …
This clown was ready to resign and step down. He should be thanking trump that his leadersip of canada still exists. Canada was and is going down the tubes. All of canada wanted this clown canned 3 months ago. At any rate, nothing canada can do. 75% of their population lives with spitting distance of the US. They need us, we don't need them. \n\nWhat do all you leftist clowns have in common? You are all haters of America. Better get used to America First bc it's just getting started.
Critiques Canadian leadership and policy while comparing Canada's dependence on the US and asserting American superiority.
@giannarene327
Mar 4, 2025
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks …
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks he will stop this
Criticism of a political figure's resignation strategy and implicit call for more aggressive resistance.
@michealsholanke7547
Mar 4, 2025
I do not trust Justin Trudeau.
I do not trust Justin Trudeau.
Expresses distrust of a political leader, implying criticism of their governance or trustworthiness.
Policy Critique
0.85
@sharronmorin8276
Mar 4, 2025
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Criticism of Trudeau's leadership and representation of Canada, questioning his fitness for office.
@philgellner7766
Mar 4, 2025
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
Criticizes Canadian carbon tax policy and calls for its removal as a condition for cooperation on tariff relief.
@larrygates3737
Mar 4, 2025
I think these tariffs/only America and America first policies will be the downfall of Trumps administration and the US economy/influence around the world. We are only driving allies away while bringing inflation/pain to our people. …
I think these tariffs/only America and America first policies will be the downfall of Trumps administration and the US economy/influence around the world. We are only driving allies away while bringing inflation/pain to our people. If DOGE isn’t enough to save our debt crisis, this is the start of the end of the US's #1 standing in the world.
Critiques Trump's tariff and 'America First' policies as economically damaging and diplomatically counterproductive.
@doublehd159
Mar 4, 2025
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Criticizes Trudeau's COVID policies while asserting Canadian identity ('Canadians are nice people'), framing him as a dictator.
@Basher-u7g
Mar 4, 2025
Trudeau is a wimp and always will be
Trudeau is a wimp and always will be
Dismissive criticism of political leadership (Trudeau) regarding their handling of governance/policy.
Policy Critique
0.85
@villiageheart
Mar 4, 2025
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Criticism of Trump's economic policies with warnings about negative consequences for Americans.
@neenab6586
Mar 4, 2025
The governor is out of his mind ???
The governor is out of his mind ???
Dismissive criticism of a governor's decision-making and mental state regarding policy.
Policy Critique
0.85
@kingpreach3957
Mar 4, 2025
America our country is work fighting. TRUMP wont fight for Americans. He has proves this time and time again.
America our country is work fighting. TRUMP wont fight for Americans. He has proves this time and time again.
Criticizes Trump's policy record on fighting for Americans, with implicit national identity framing about whose interests should be prioritized.
@wcoffey66
Mar 4, 2025
These tariffs are completely stupid. You receive money one way, and you give it back another way! Very stupid politics!
These tariffs are completely stupid. You receive money one way, and you give it back another way! Very stupid politics!
Criticizes tariff policy as economically illogical and poorly designed.
Policy Critique
0.85
@PJ-xg9ki
Mar 4, 2025
I must say even though he's had his flaws while in government, this speech was great! Right to the point, talking to Americans, the Donald and Canadian's. Stating the facts, what they have done as …
I must say even though he's had his flaws while in government, this speech was great! Right to the point, talking to Americans, the Donald and Canadian's. Stating the facts, what they have done as asked, and how Donald is trying to ruin the country with an illegal attack of unjustified tariffs.
Commenter evaluates Trudeau's speech positively while critiquing Trump's tariff policy as illegal and unjustified, mixing personal assessment with policy analysis.
@Elw00d28
Mar 4, 2025
As a anti Trudope I'm actually impressed by his speech today, but make no mistake he's trying to stir up the relationship between Trump and the American ppl all to make his party look good …
As a anti Trudope I'm actually impressed by his speech today, but make no mistake he's trying to stir up the relationship between Trump and the American ppl all to make his party look good to us.
Commenter critiques Trudeau's political motives and strategy while asserting their anti-Trudeau identity, mixing personal political stance with analysis of government behavior.
@pounderish
Mar 4, 2025
Dire que ce discours est anti-américain est ce que j'ai entendu de plus cynique jusqu'ici depuis mi janvier.
Dire que ce discours est anti-américain est ce que j'ai entendu de plus cynique jusqu'ici depuis mi janvier.
Critiques characterizations of the speech as anti-American, engaging in policy/rhetoric analysis.
Policy Critique
0.85
@isabellelarrivee6547
Mar 4, 2025
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
Critiques the framing of tariff disputes by pointing out Canada's reciprocal tariffs and dismissing the narrative as political theater.
Policy Critique
0.85
@Beary98
Mar 4, 2025
I support tariff free trade between these countries.
I support tariff free trade between these countries.
Direct statement of policy preference supporting tariff-free trade between countries.
Policy Critique
0.85
@danielwalker7269
Mar 4, 2025
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
Critiques Canadian tariff policy as counterproductive given Trump's reciprocal tariff structure, combining economic logic with policy analysis.
@sweetbean9218
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)