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
You have put tariffs on us for years. We just evened the deal. Pizz off
You have put tariffs on us for years. We just evened the deal. Pizz off
Commenter justifies tariffs as retaliation for past US tariffs, framing it as evening the deal while criticizing US policy.
@bartgomez4872
Mar 4, 2025
Honestly, I can totally understand the actions of Trump and JD in their last interview with Zelensky but these tariffs against Mexico and Canada is something I don't get it all! Trump should be getting …
Honestly, I can totally understand the actions of Trump and JD in their last interview with Zelensky but these tariffs against Mexico and Canada is something I don't get it all! Trump should be getting as many allies as possible in such trouble times.
Analysis and criticism of Trump's tariff strategy against Canada and Mexico as counterproductive to alliance-building.
Policy Critique
0.85
@felipeg.2733
Mar 4, 2025
This dude is a socialist that locked his people up during covid never forget
This dude is a socialist that locked his people up during covid never forget
Criticizes the Prime Minister's COVID policies and political ideology (socialism) while making a broader identity claim about governance.
@mister4tay568
Mar 4, 2025
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People …
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People are lining up at food banks. We are very poor. Joining the U.S.A is our only way out.
Primarily criticizes the Prime Minister and government policy (food banks, poverty), with secondary identity assertion (Canadian shame) and fear/threat framing (joining USA as escape).
@fatimaalzahra2644
Mar 4, 2025
Trump is a failure of a president. Anyone with two brain cells to rub together knew this would be the outcome of another presidency and now we pay for it with our own wallets while …
Trump is a failure of a president. Anyone with two brain cells to rub together knew this would be the outcome of another presidency and now we pay for it with our own wallets while his billionaire buddies rake in the profits.
Criticism of presidential performance combined with economic argument about wealth inequality and personal financial impact.
@Muck-da
Mar 4, 2025
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to …
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to anything. The rest seems right but that part is a fallacy.
Critiques government policy and funding claims while asserting a specific factual claim about prorogation preventing bill passage.
@RenBaiHu
Mar 4, 2025
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. …
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. Let the next ad ministration get the win of us removing the tariffs. Yes we will go through a rough time, but we will get through it. Enough with the threats from Trump.
Critiques US tariff policy and Trump's threats while asserting Canadian national identity and resilience.
@harleyquebecenrevue3580
Mar 4, 2025
I can't believe you all are lauding Trudeau. What a joke
I can't believe you all are lauding Trudeau. What a joke
Dismissive criticism of Trudeau's policies and leadership, expressing disapproval of government direction.
Policy Critique
0.85
@maliajenningsaj
Mar 4, 2025
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Criticism of political inconsistency and selective messaging in government statements.
Policy Critique
0.85
@tomlewis9776
Mar 4, 2025
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastic critique of US policy outcomes and priorities, comparing healthcare and economic benefits unfavorably.
@mikehagmaier3949
Mar 4, 2025
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Criticizes a political leader's competence and truthfulness, focusing on governance quality rather than immigration specifically.
Policy Critique
0.85
@HamptonGuitars
Mar 4, 2025
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
Criticizes Trump's tariff policy as economically counterproductive, with comparative framing about trade war outcomes.
@AVera-f6f
Mar 4, 2025
Why does every other Country appear to have professionals in office except the USA. Donald and his hats and meme coins. Musk and his Chainsaw. Vance and his ... well, he's got nothing actually other …
Why does every other Country appear to have professionals in office except the USA. Donald and his hats and meme coins. Musk and his Chainsaw. Vance and his ... well, he's got nothing actually other than repeating what his puppet master says.
Criticizes US leadership competence by comparing it unfavorably to other countries, with satirical jabs at Trump administration figures.
@PrinterMan1956
Mar 4, 2025
Tough talks from someone who has been sucking up from the US. You allowed 100,000 of our citizens died because of your open boarder policies.
Tough talks from someone who has been sucking up from the US. You allowed 100,000 of our citizens died because of your open boarder policies.
Criticizes government border policies and makes an unverified claim about 100,000 deaths caused by open border policies.
@EduardoBO-s9y
Mar 4, 2025
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
Criticizes Trudeau's governance and policies while using partisan framing ('leftists', 'clown') that invokes identity-based political divisions.
@jd3rd
Mar 4, 2025
This is the most unnecessary and potentially damaging move by Trump, as Europe can in theory become self sufficient in the defense sector but a trade war with the number 1 ally is hilariously bad.
This is the most unnecessary and potentially damaging move by Trump, as Europe can in theory become self sufficient in the defense sector but a trade war with the number 1 ally is hilariously bad.
Analyzes Trump's trade war policy as strategically damaging, comparing Canada's importance to Europe's defense capabilities.
@server1ok
Mar 4, 2025
If the Gov't of Canada issued citizenship to Musky, why can't the same gov't void/cancel his citizenship? Why put their people through the hassle of signing petitions?
If the Gov't of Canada issued citizenship to Musky, why can't the same gov't void/cancel his citizenship? Why put their people through the hassle of signing petitions?
Commenter questions government policy logic regarding citizenship revocation, framing it as bureaucratic inefficiency.
@DebGilbert-yp3qx
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
I am not a huge Trudeau fan, but that was a great speech!
I am not a huge Trudeau fan, but that was a great speech!
Expresses qualified approval of a speech while maintaining critical distance from the political figure, indicating nuanced policy evaluation.
Policy Critique
0.85
@Hellios92
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
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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)