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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Solidarity
4,947 comments
As an armenian - it’ s sooo strong mr. Trudeau ❤.!!!! Donuts is an enemy of civil world
As an armenian - it’ s sooo strong mr. Trudeau ❤.!!!! Donuts is an enemy of civil world
Commenter identifies as Armenian and expresses support for Trudeau's stance, combining identity assertion with solidarity messaging.
@ruzannaayan5465
Mar 4, 2025
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
Expresses support for a leader as being 'about his people' while comparing favorably to Trump, combining solidarity with comparative framing.
@juliette1313
Mar 4, 2025
At least they don’t try to impose religion on us.. They don’t even interfere with other religions in the country
At least they don’t try to impose religion on us..
They don’t even interfere with other religions in the country
Defends immigrants by praising their respect for religious freedom and non-interference, expressing support for their conduct.
MashaCosta
Feb 27, 2026
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of …
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of dementia, whose main function besides destroying our country to enrich himself & all of his millionaire & billionaire buddies, is acting as a useful idiot pain for Putin. We, the Americans who value what our country has stood for, whose fathers & and grandfathers fought in both World Wars, who lived in the time before all of the current vaccines existed, who believe in equality, who value the immigrants--documented or undocumented, who believe our country should welcome them & make their paths to citizenship easier because we understand how our country & economy benefit from them living in this country, who understand & value the roles that the WHO, NATO, & the United Nations have played in keeping us ALL safer for many decades bc we REMEMBER or were told by our parents, what it was like b4 those things existed, who either lived thru The Great Depression or had parents & grandparents did, understand what the economic crisis that Trump & his band of greedy ahole idiots are deliberately causing. WE didn't do this. WE fought against it. We tried to explain & warn people about what is happening & what will happen, but you didn't EFFING LISTEN. WE are ANGRY. WE will NOT help any of you who caused this & this includes every MSM who is too afraid to speak truth to power. Start doing that NOW. Start with THIS: It's called The Gulf of Mexico, NOT the Gulf of America. Eff every Trump supporters & GOP politician--at EVERY level of government. Trump can TRY to hide what he's doing to the economy in his stupid reports. Do you honestly believe the average American pays attention to those? No, most are too busy worrying over how to pay their bills & all they'll see is that their situation is getting worse. They can't find a job. They can't afford gas. They can't afford groceries. You can't cover any of that up. WE stand with Canada, Ukraine, the EU, & every other ally nation. Not Russia. Putin can go straight to hell & the sooner the better.
Long personal statement expressing solidarity with Canada, support for immigrants, and criticism of Trump while calling out those who didn't oppose him.
@warpthumr47
Mar 4, 2025
They need Indians to get Canada grown..... Indians have contributed greatly to the development of Canada....
They need Indians to get Canada grown..... Indians have contributed greatly to the development of Canada....
Affirms Indian contributions to Canada and advocates for their continued immigration, combining welcoming sentiment with identity-based framing.
belalahmad6336
Feb 21, 2026
Good for Canada. Trump is with Russia and Putin's puppet. Take care of your people.
Good for Canada. Trump is with Russia and Putin's puppet. Take care of your people.
Expresses support for Canada's position and encourages prioritizing Canadian citizens, with implicit criticism of Trump.
@dianarichardson1886
Mar 4, 2025
I agree with all of it! Most Americans actually are reasonable and are not in favor of the tariffs!
I agree with all of it! Most Americans actually are reasonable and are not in favor of the tariffs!
Expresses agreement with PM's position while noting support from reasonable Americans, showing cross-border solidarity.
@krickenthekraken8844
Mar 4, 2025
Well said Canada, \n Basically F-you Trump ??
Well said Canada, \n Basically F-you Trump ??
Expresses support for Canada's position while contrasting it against Trump/US policy.
@Ricambio1
Mar 4, 2025
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
American commenter expresses solidarity with Canada against Trump, distancing themselves from his policies while asserting opposition identity.
@amlandry4033
Mar 4, 2025
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote …
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote for this human turd, you aren't getting a cut of all the money trump and the billionaires are reaping.
Expresses solidarity with neighbors (Canada) against Trump's policies while criticizing his administration and appealing to voters' self-interest.
@nikkipatten250
Mar 4, 2025
Good for you Canada well said I with you and a lot of England is to. We will sell to you.
Good for you Canada well said I with you and a lot of England is to. We will sell to you.
Expresses support and alignment with Canada's position, with a comparative reference to England's similar stance.
@peterpanbigdick.
Mar 4, 2025
come to edmonton .......
come to edmonton .......
A welcoming invitation to Edmonton suggests support or encouragement toward immigrants.
Solidarity
0.75
Objectivity1958
Jan 27, 2026
canada we love u ????? f trump
canada we love u ????? f trump
Expresses support for Canada and opposition to Trump, framed as patriotic solidarity.
@Bklyn_menace
Mar 4, 2025
Trump isn't a very smart guy. He's an idiot.\nThis American stands with Canada!
Trump isn't a very smart guy. He's an idiot.\nThis American stands with Canada!
Comment expresses support for Canada and solidarity with Canadian values while criticizing a foreign political figure.
@Earl_Richter
Mar 4, 2025
Well done Justin!! Donald is nothing but a big dufus!!
Well done Justin!! Donald is nothing but a big dufus!!
Expresses support for Justin Trudeau while insulting Trump, combining solidarity with the Prime Minister and satirical name-calling.
@ThePinballSpot
Mar 4, 2025
Punjab people are good
Punjab people are good
Brief positive statement about a specific ethnic group, expressing support or affirmation.
wisamsaleh5251
Feb 11, 2026
Finally giving the people a voice, Liberals are cringing at the thought
Finally giving the people a voice, Liberals are cringing at the thought
Expresses support for giving voice to citizens while framing opposition parties negatively, mixing solidarity with partisan identity.
@georgehantzakos9893
Feb 20, 2026
Most of us don’t want it either
Most of us don’t want it either
Expression of shared opposition to tariffs/Trump policies, showing agreement with broader sentiment.
Solidarity
0.75
@DonovanJury
Mar 4, 2025
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
Expresses support for Trudeau while asserting Canadian identity and respect for his leadership.
@endoritoo
Mar 4, 2025
Trump doesn’t care about facts. \nI stand with Canada, Ukraine, Greenland, Mexico and Panama (where I live). \nTrump IS a Russian asset. \nWe are seeing it play out in real time, so fast, that some …
Trump doesn’t care about facts. \nI stand with Canada, Ukraine, Greenland, Mexico and Panama (where I live). \nTrump IS a Russian asset. \nWe are seeing it play out in real time, so fast, that some people can’t even see it. \n#TraitorTrump
Declares support for multiple countries while making unsubstantiated claim about Trump being a Russian asset.
@Pattybluehayes
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)