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
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Criticizes Trump administration's trade war policies as reckless and warns of negative consequences for Americans.
@hrvojesvetec3058
Mar 4, 2025
this corrupt trudeau?
this corrupt trudeau?
Direct criticism of Trudeau's governance using 'corrupt' as evaluative judgment.
Policy Critique
0.85
@killbill1996nov
Mar 4, 2025
Canada runs its country so well that companies are lined up to come here, start new factories, and employ new people. \nNo, they are running away for lower taxes, lower gas and diesel, lower regulations, …
Canada runs its country so well that companies are lined up to come here, start new factories, and employ new people. \nNo, they are running away for lower taxes, lower gas and diesel, lower regulations, and a chance to start new businesses without the hassle that might as well be years before they get a permit.
Disputes the claim that Canada attracts business, arguing companies actually flee due to high taxes, regulations, and bureaucratic delays.
@lornebernard2505
Mar 4, 2025
All this tough talk is just tough talk. Canada will lose the trade war.
All this tough talk is just tough talk. Canada will lose the trade war.
Dismisses Canada's rhetoric as ineffective and predicts failure in trade negotiations with the US.
Policy Critique
0.85
@VETERANMEDITATION
Mar 4, 2025
This is a man who crippled his farmers.
This is a man who crippled his farmers.
Criticizes a political leader's handling of agricultural policy, directly attacking governance decisions.
Policy Critique
0.85
@ivalivengood
Mar 4, 2025
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Criticizes Trudeau's handling of the trucker protests and bank account freezing, with an implicit claim about government overreach presented without evidence.
@Bigbeefyandhairy
Mar 4, 2025
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have …
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have nervous twitches like Mz Joly. Why is she twitching and moving all around??
Criticizes Trudeau's leadership and policy handling while calling for his resignation, with ad hominem attacks on appearance.
@thewayidoit8895
Mar 4, 2025
How many pounds have you seized? Talk about results, not efforts
How many pounds have you seized? Talk about results, not efforts
Commenter is critiquing the government's approach by demanding concrete results rather than effort-focused messaging.
Policy Critique
0.85
@samwelch7328
Mar 4, 2025
There is no leadership in the U.S. trump is a very weak president????????
There is no leadership in the U.S. trump is a very weak president????????
Critiques US leadership by comparing Trump unfavorably to other leaders, asserting weakness.
@hillariegranum1128
Mar 4, 2025
Ford will turn off American gas. Good luck Trump.
Ford will turn off American gas. Good luck Trump.
Critiques Ford's policy decision to restrict American gas imports and its implications for Trump.
Policy Critique
0.85
@h.nguyen4193
Mar 4, 2025
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
Critiques Trudeau's carbon tax policy as making things unaffordable while deflecting blame from Trump, using a metaphorical argument.
@phildufour72
Mar 4, 2025
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
Critiques a political leader's tariff policy as economically counterproductive, analyzing the mechanism of reciprocal tariffs.
Policy Critique
0.85
@7eleven297
Mar 4, 2025
You have been doing a bad job since 12 years
You have been doing a bad job since 12 years
Direct criticism of government performance over a 12-year period, implying policy failure.
Policy Critique
0.85
@marcd4619
Mar 4, 2025
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but …
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but ?? ??
Critiques the contradiction in Trump's trade policy statements, pointing out inconsistency between past actions and current rhetoric.
Policy Critique
0.85
@Jay-j9b1j
Mar 4, 2025
Shouldn’t have waited four years to try to stop fentanyl
Shouldn’t have waited four years to try to stop fentanyl
Criticism of delayed government action on fentanyl crisis, targeting policy response timing.
Policy Critique
0.85
@NowOne3006
Mar 4, 2025
Trump fuckin everything up
Trump fuckin everything up
Expresses criticism of Trump's actions/policies, though vaguely and with profanity rather than substantive analysis.
Policy Critique
0.85
@mambasnestentertainmentllc
Mar 4, 2025
As a Canadian who lives in (largely French-speaking) Quebec, I don't know if our gov't even NEEDS to tariff American consumer goods, the people here are already boycotting US goods and companies en masse. EVERYBODY …
As a Canadian who lives in (largely French-speaking) Quebec, I don't know if our gov't even NEEDS to tariff American consumer goods, the people here are already boycotting US goods and companies en masse. EVERYBODY is doing it - and the pace isn't going to recede anytime soon. Even after the Orange Turd is long gone, trust me, Canadians will remember this! The American state has proven it cannot be trusted. They have unilaterally broken the trade agreement (negotiated by the previous Donald J Chump administration) on the flimsiest of reasons, the 00.2 % of fentanyl that flows over the border into the US from Canada. That deal now obviously not worth the paper it was signed on.
First-person account of Quebec-based grassroots boycott response, critiquing US trade agreement violations and unilateral action.
@chrisbarry500
Mar 4, 2025
Ask CNN how much money the government gives them.Our pm is so crooked.....do your research or we are done.
Ask CNN how much money the government gives them.Our pm is so crooked.....do your research or we are done.
Criticizes government corruption and media bias while urging viewers to research and take action.
@rainydayz3160
Mar 4, 2025
In hindsight this speech from old Justin just made Canada look extremely weak.
In hindsight this speech from old Justin just made Canada look extremely weak.
Criticizes a political leader's speech as weakening Canada's position, combining policy critique with national identity concerns.
@Addicti0nz1
Mar 4, 2025
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not …
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not take accountablity like a little kid.
Criticizes Trudeau's governance record on cost of living and debt, calling for resignation and accountability.
@Youtublosingit
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)