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
Trudeau and his allies are cool with people dying. Got it. F that guy.
Trudeau and his allies are cool with people dying. Got it. F that guy.
Frames criticism as a moral failing (indifference to death) while attacking a political figure, blending ethical judgment with policy disagreement.
@UnlinkedCashews
Mar 4, 2025
So all of a sudden Trudeau is a hero? You people deserve to be poor.
So all of a sudden Trudeau is a hero? You people deserve to be poor.
Questions the moral consistency of praising Trudeau while making a punitive judgment about Canadians' deservingness.
@Noilo96
Mar 4, 2025
Les immigrés doivent accepter un emploi salarié (souvent mal rémunéré), tandis que les locaux peuvent créer leur propre entreprise et ont d'autres options. Et les locaux continuent de se plaindre. Est-ce juste ?
Les immigrés doivent accepter un emploi salarié (souvent mal rémunéré), tandis que les locaux peuvent créer leur propre entreprise et ont d'autres options. Et les locaux continuent de se plaindre. Est-ce juste ?
Questions fairness of employment restrictions on immigrants versus opportunities for locals, appealing to justice.
dmitrykarpenko2271
Feb 14, 2026
We don't want this either. The only ones who want this are treacherous grifters
We don't want this either. The only ones who want this are treacherous grifters
Moral condemnation of those supporting tariffs as 'treacherous grifters,' appealing to ethical principles.
@notursurrealdad
Mar 4, 2025
Who’s the real dictator? Trump not Zelensky!
Who’s the real dictator? Trump not Zelensky!
Commenter uses a rhetorical question to challenge the framing of who is authoritarian, making a moral argument about Trump's character.
@spencersokvangnuon2914
Mar 4, 2025
America's president is a low functioning narcissistic sociopath His tool box consist of threats blackmail bribery corruption as a kelptocradic dictionary ragiem His hostile takeover of America's country and economy unstableld security and alliances Are …
America's president is a low functioning narcissistic sociopath His tool box consist of threats blackmail bribery corruption as a kelptocradic dictionary ragiem His hostile takeover of America's country and economy unstableld security and alliances Are Acts that, mimicking Russian authorityen governing system Trump is a threat to Americans Faith honor dignity ethics and Life's desires He spoke of a GRATE country And it's betterment. His actions show the opposite He HASE made a path to collapse Are economy and prosperity stole the county's Treasury and perralized Americans democracy. He's threats blackmail and corrupt fraudulent methods HASE isolation of America's country from Are allies and befriend and give comfort to ARE ENAMEYS. This is not in the interest of America's country stop Trump's treasonous administration.
Appeals to ethics, honor, and democracy while expressing threat concerns about Trump's administration and its dangers to American values.
@markleckron1004
Mar 4, 2025
He never said Trump is a smart man, that was part of the quote damn it. I’m an American who is so sad, mad, outraged we are treating Canada and Mexico. Thank you Trudeau, I …
He never said Trump is a smart man, that was part of the quote damn it. I’m an American who is so sad, mad, outraged we are treating Canada and Mexico. Thank you Trudeau, I heard your message for us. I certainly cast my vote and will do so again towards unity, reason, compassion and love for the world. Not this disgusting behavior.
American commenter appeals to values of unity, compassion, and democracy while criticizing current political behavior as morally wrong.
@lasallemj
Mar 4, 2025
So we have a bunch of people who want wars, hating and attacking a guy who wants these wars to come to an end and the bullshit to stop. Make it make sense.
So we have a bunch of people who want wars, hating and attacking a guy who wants these wars to come to an end and the bullshit to stop. Make it make sense.
Defends Trump's peace-seeking intentions against critics, framing opposition as morally inconsistent.
@TonyBelmonte-s5d
Mar 4, 2025
Everyone now hates the United States. I don't blame anyone for feeling like that. I hate the United States too and i was born here. Why anyone would want to come here to this shithoe …
Everyone now hates the United States. I don't blame anyone for feeling like that. I hate the United States too and i was born here. Why anyone would want to come here to this shithoe now -a- days is beyond my comprehension.
Expresses ethical judgment about the US while questioning why immigrants would choose to relocate there.
@ireneserrano-s5u
Mar 4, 2025
Isolationism won't serve USA well. Unless the president wants to drag the country into the dark ages where people die of diseases; natural calamities with the absence of any warning systems; women die during childbirth; …
Isolationism won't serve USA well. Unless the president wants to drag the country into the dark ages where people die of diseases; natural calamities with the absence of any warning systems; women die during childbirth; and well if you still manage to survive, be prepared to defend yourself in the event of a school shooting! How ridiculous.
Commenter appeals to human welfare and safety concerns to argue against isolationism, framing it as ethically harmful.
@DucatiP-f9r
Mar 4, 2025
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the …
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the purpose of some low class group of people to feel empowered. What a shit show America has become! Fuck all of you all that complained about Biden, now look at the new Russia!
Condemns American voters and elected leadership on moral grounds (racism, fraud) while expressing alarm about national decline.
@Carlossr1911-Ducati
Mar 4, 2025
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian …
This video is only made to appease the whites and it is evident
Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian Africans or Chinese are immigrants the only difference is them being in majority population
Appeals to fairness and hypocrisy, arguing that white Canadians/Americans are also immigrants and should not claim native status.
iconicsolos1234
Feb 13, 2026
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
Appeals to fairness and accountability ('mea culpa') regarding a damaged relationship, suggesting ethical responsibility.
@BJHayes-n9i
Mar 4, 2025
This is what being a leader is all about. Giving the harsh truth.
This is what being a leader is all about. Giving the harsh truth.
Appeals to ethical principles of leadership and truthfulness as virtues.
Moral Argument
0.80
@johnl4933
Mar 4, 2025
US need to be a shame of it self to let an idiot like trump lead them anywhere
US need to be a shame of it self to let an idiot like trump lead them anywhere
Appeals to shame and ethical judgment regarding US leadership, comparing nations implicitly.
@bryanhampton4861
Mar 4, 2025
It's really too bad, Canadians have sympathy for Americans, who will be hurt (Trump and his billionaire policy makers will not be hurt at all).
It's really too bad, Canadians have sympathy for Americans, who will be hurt (Trump and his billionaire policy makers will not be hurt at all).
Appeals to sympathy and fairness for ordinary Canadians and Americans while critiquing the unequal power dynamics and lack of empathy in policy decisions.
@delynnel
Mar 4, 2025
Trump is a so weird person who attack friends and help enemies ?
Trump is a so weird person who attack friends and help enemies ?
Critiques Trump's inconsistent foreign policy as morally wrong, attacking friends while supporting adversaries.
@Asd123ghhhf38
Mar 4, 2025
Did they MAGA? No, so let's move forward from this, America! We ALL need to agree to be American 1st. Our safety is at serious risk, but we can still get the train back on …
Did they MAGA? No, so let's move forward from this, America! We ALL need to agree to be American 1st. Our safety is at serious risk, but we can still get the train back on track, if Congress can ALL agree to put America before any other internal disagreement. If The SCOTUS and the Judicial System will do the same. It isn't too late, YET. It's time to right the ship and our allies will support us, if our people will stand up, against the harm that this Administration is doing to ALL of us, as a whole. It's leaking hate into every aspect of our country. We're inundated with it and it's spilling out, into the world, affecting our standing.\n\nWe need an Administration where we can have normal disagreements and figure how to resolve them....find HOPE again. I'm tired of feeling despair. America, be the leader of Democracy. Keep your word!\n?⚪?
Appeals to shared American values, unity, and democratic principles while urging collective action to restore national integrity.
@resilientred1699
Mar 4, 2025
UNFORTUNATELY TRUMP IS ACTING AS A BULLY. \nHE IS A SMART GUY BUT THIS HURTS EVERYONE.
UNFORTUNATELY TRUMP IS ACTING AS A BULLY. \nHE IS A SMART GUY BUT THIS HURTS EVERYONE.
Criticizes Trump's behavior as bullying while acknowledging his intelligence, appealing to fairness and harm to others.
@levydan4370
Mar 4, 2025
Justin Trudeau is standing his ground. I have nothing but respect for a man that stands his ground and not waiver when he know he has done everything he can to make peace with his …
Justin Trudeau is standing his ground. I have nothing but respect for a man that stands his ground and not waiver when he know he has done everything he can to make peace with his neighbor,
The commenter expresses respect for Trudeau's principled stance and peacemaking efforts, framing it as a moral/ethical position.
@jonathantaylor3158
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)