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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Moral Argument
2,863 comments
Americans should be ASHAMED!!!
Americans should be ASHAMED!!!
Appeals to shame and moral responsibility for Trump's actions and their consequences.
Moral Argument
0.75
@HeavenlyIntervention
Mar 4, 2025
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Makes ethical arguments about national greatness, imperialism, and moral decline while comparing Canada favorably to America.
skapunkoialternativeliving6522
Jan 27, 2026
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
Makes an ethical judgment about Trump's ideology and qualifications based on moral principles.
@DarrylCarman
Mar 4, 2025
The Stupid orange idiot doesnt deserve to be called President.
The Stupid orange idiot doesnt deserve to be called President.
Makes a value judgment about Trump's fitness for office based on character assessment.
Moral Argument
0.75
@michaelsantos2715
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
Well done. Trump thinks he can do whatever he wants with the world.
Well done. Trump thinks he can do whatever he wants with the world.
Critique of Trump's perceived overreach and unilateral power, appealing to principles of restraint and fairness.
@facundosoler2200
Mar 4, 2025
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote …
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote for. I blame half the population of brain dead cultists and ignorant voters. We’re all going to suffer for this. The idiots that wined about their egg prices are going to wish they had Biden back. FAFO jack-offs!
Expresses moral disapproval of the current US administration and voters, framed through personal experience in Canada and appeals to decency and shame.
@josephperugini7492
Mar 4, 2025
A very impressive and powerful delivery. \nOh, how we need God to help us!
A very impressive and powerful delivery. \nOh, how we need God to help us!
Praises the speaker's delivery and appeals to religious/moral authority (God) for guidance during difficult times.
Moral Argument
0.75
@kimlogan4493
Mar 4, 2025
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Commenter praises Trudeau's truthfulness and intelligence while implicitly critiquing Trump's lack thereof, framing this as a moral/intellectual superiority argument.
@darlenecortez9371
Mar 4, 2025
DUMP IS A MORON AND A HATER AGAINST HIS BEST NEIGHBORS IN AMERICA. HE TREATS HIS MASTER PUTLER BETTER THEN HIS OWN ALLIES. HE IS MAKING ENEMIES AGAINST THE USA ?? IN THE WHOLE WORLD …
DUMP IS A MORON AND A HATER AGAINST HIS BEST NEIGHBORS IN AMERICA. HE TREATS HIS MASTER PUTLER BETTER THEN HIS OWN ALLIES. HE IS MAKING ENEMIES AGAINST THE USA ?? IN THE WHOLE WORLD ? WITH HIS FOOLISHNESS
Appeals to ethical principles of neighborly conduct and alliance loyalty while condemning perceived betrayal and foolishness.
@FrankWoodJr
Mar 4, 2025
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for …
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for show. And don't you dare insult our President?Canadians and the government are different. Go Maga!!! Go Trump !!! ❤??
Appeals to justice ('karma') for alleged Canadian interference in geopolitics while asserting support for Trump and national identity.
@Alerik2002
Mar 4, 2025
all the sudden they love this clown its pathetic
all the sudden they love this clown its pathetic
Expresses disapproval of public opinion shift, framing it as morally wrong or hypocritical rather than making a factual claim.
@namelessviews
Mar 4, 2025
At least they are not homeless/druggies
At least they are not homeless/druggies
Defends immigrants by comparing them favorably to a negative stereotype, making an implicit fairness argument.
JhaveriAakash
Jan 27, 2026
you fucking racist bastards ... u ofcourse deserve trump and trudeu
you fucking racist bastards ... u ofcourse deserve trump and trudeu
Accusation of racism directed at commenters, framed as a moral judgment about their character and political alignment.
Moral Argument
0.75
sreeragou
Jan 27, 2026
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a …
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a mistake voting for him good thing I didn’t
Expresses moral disapproval of Trump's divisive leadership while sharing personal regret about voting for him, blending ethical critique with lived experience.
@CRAZY-DENALI-956
Mar 4, 2025
Such a disgusting time in America. ?
Such a disgusting time in America. ?
Expresses moral disapproval of the current political situation in America using emotional language.
Moral Argument
0.75
@DKane73
Mar 4, 2025
Damn, thank you for exposing this. It's been happening for years
Damn, thank you for exposing this. It's been happening for years
Expresses approval of exposing wrongdoing, framing the video as revealing an ongoing injustice.
Wholesome_One
Jan 27, 2026
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
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)