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
HE CALLED HIM DONALD BC HE IS NOT A PRESIDENT FOR THE PEOPLE HE IS A LEADER OF THE 1%
HE CALLED HIM DONALD BC HE IS NOT A PRESIDENT FOR THE PEOPLE HE IS A LEADER OF THE 1%
Criticizes Trump's leadership as serving elite interests rather than the general population, framing him as illegitimate.
@annscott1110
Mar 4, 2025
Trudeau...you allowed illegals to pass into our country and they cost us hundreds of billions because of your action. You brought harm to Americans , Americans died because of illegals being allowed to passing thru …
Trudeau...you allowed illegals to pass into our country and they cost us hundreds of billions because of your action. You brought harm to Americans , Americans died because of illegals being allowed to passing thru your country knowingly they entering the U.S in violation of Federal Immigration Laws. I remember what you did to Canadians who apposed you, you seized their bank accounts, took away their assets and imprisonment for those who didn't yield to your wish.
Criticizes Trudeau's immigration policy while making unverified claims about illegal immigrants causing deaths and harm, combined with allegations about asset seizure.
@gi9285
Mar 4, 2025
I don't think continuing to do what hasn't worked in the past is going to fix the future... It's time for change.\n \nThe US has been paying the world for too long, and now it's …
I don't think continuing to do what hasn't worked in the past is going to fix the future... It's time for change.\n \nThe US has been paying the world for too long, and now it's time for others to pay their share. I don't blame them for being upset, but I don't believe Trudeau's perspective is all inclusive of reality.\n\nAmerica should come first to Americans.
Critiques current policy approach as ineffective and argues for prioritizing American interests, combining policy analysis with nationalist framing.
@EarlGrey-YT
Mar 4, 2025
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Criticizes presidential leadership for departing from American ideals and values.
@hammerjim19741
Mar 4, 2025
Trump is making us quarrel with everyone
Trump is making us quarrel with everyone
Blames Trump for creating international conflict and diplomatic tension.
Policy Critique
0.80
@victorco.6308
Mar 4, 2025
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
One thing Trudeau can actually do that will help is reducing a lot of restrictive business regulation.
One thing Trudeau can actually do that will help is reducing a lot of restrictive business regulation.
Suggests that Trudeau should reduce business regulations to improve the economy.
@Altricksss
Mar 4, 2025
Your government has chose to do this to YOU ,is straight out facts .
Your government has chose to do this to YOU ,is straight out facts .
Commenter asserts that the Canadian government is responsible for a negative situation, critiquing government action or inaction.
Policy Critique
0.80
@justletitbe2580
Mar 4, 2025
Canada won't back down from a fight....LMAO, with what military! Look, what the mindless people don't get is that unless you want to go full scale nuclear war, we have to live on the same …
Canada won't back down from a fight....LMAO, with what military! Look, what the mindless people don't get is that unless you want to go full scale nuclear war, we have to live on the same planet w/Putin. So Canada, giddy-up your pony and go take on Putin yourself or STFU!
Commenter critiques Canada's confrontational stance toward Putin as unrealistic and dangerous, invoking nuclear war concerns.
@freighbrokeralert
Mar 4, 2025
Interesting. So Drugs coming into your country is our problem. Yet your guns coming illegally into our country. Also our problem. Seems like Trumpo is just looking for some kind of pretext to stir shit …
Interesting. So Drugs coming into your country is our problem. Yet your guns coming illegally into our country. Also our problem. Seems like Trumpo is just looking for some kind of pretext to stir shit up. We have taken advantage of US for far too long. Is the most retarded statement.
Critiques Trump's trade war framing by pointing out reciprocal issues (drugs vs. guns) and accusing him of manufacturing pretexts.
@purplemonkeydishwasher9360
Mar 4, 2025
Let's all remind you Trump haters out there, he's trying to undo the terrible jod Biden did with his disastrous term. Wake up u tards.
Let's all remind you Trump haters out there, he's trying to undo the terrible jod Biden did with his disastrous term. Wake up u tards.
Defends Trump's policies as correcting Biden's failures while dismissing critics, combining policy defense with identity positioning.
@Aap134
Mar 4, 2025
You mean Justin Trudeau‘s response not Canadians and certainly not mine. This is an underhanded way of taxing the people nothing more. Levy and tariffs against the United States in retaliation has little to no …
You mean Justin Trudeau‘s response not Canadians and certainly not mine. This is an underhanded way of taxing the people nothing more. Levy and tariffs against the United States in retaliation has little to no effect in a positive way but it will hurt Canadians in a big way Even more than Trump‘s tariffs will have you forgotten that our current trade deal that Trump hates so much was actually created and signed into love by him? Poilivre won’t help us either. I can pretty much guarantee you he’ll out the same way as Trudeau but he will throw you a bone in here and there and no, I am by no means liberal. I’m not conservative. I’m not NDP. I am a free singer. I am a Canadian and I am tired of politicians, bullshit lie cheat, steal. It’s all they know.
Critiques government tariff policy as ineffective and harmful to Canadians, expressing skepticism toward all major political parties.
@TheHumbledProspector
Mar 4, 2025
You all are brainwashed… How easy we forget the forced vaccine mandates, the intrusion of personal bank accounts, suppression of real scientific research, liberty and free speech…should I go on?—And Yes Trump isn’t perfect, but …
You all are brainwashed… How easy we forget the forced vaccine mandates, the intrusion of personal bank accounts, suppression of real scientific research, liberty and free speech…should I go on?—And Yes Trump isn’t perfect, but I rather deal with a part-time egotistic than live under psychopaths who force binary dogmas and believe Men can have babies…
Criticizes government policies (vaccine mandates, financial surveillance, speech suppression) while asserting cultural identity concerns.
@social_circle-1
Mar 4, 2025
Trudeau is a clown. Canada will cave
Trudeau is a clown. Canada will cave
Dismissive criticism of Trudeau's leadership and prediction of Canadian capitulation, framed as political critique.
@KingNate_85
Mar 4, 2025
Americans don’t even realise how badly Trump just screwed them
Americans don’t even realise how badly Trump just screwed them
Criticizes Trump's policy decisions and their negative consequences for Americans.
Policy Critique
0.80
@calgal5752
Mar 4, 2025
Why is Justin Trudeau still talking when no one wants him in Canada
Why is Justin Trudeau still talking when no one wants him in Canada
Rhetorical criticism of Trudeau's continued political presence and legitimacy in Canada.
Policy Critique
0.80
@ThinkRedActGreen
Mar 4, 2025
He’s not polite, he is arrogant, narcissistic and a corrupt little weasel who has done untold damage to Canada. Now he wants to be captain Canada and save us. Cheap political performance.
He’s not polite, he is arrogant, narcissistic and a corrupt little weasel who has done untold damage to Canada. Now he wants to be captain Canada and save us. Cheap political performance.
Critique of Trudeau's character and governance record, claiming damage to Canada and performative politics.
@democraticjustice7285
Mar 4, 2025
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
Critiques Trudeau's economic management while citing Trump's dismissal of Canadian exports as evidence of policy failure.
@Daveoheight0808
Mar 4, 2025
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Criticizes Canada's military capability with specific troop numbers presented as evidence of weakness.
@timbrown49
Mar 4, 2025
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
Proposes a specific trade policy solution (defensive pacts with counter-tariffs) as a response to tariff threats.
@injest1928
Mar 4, 2025
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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)