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
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So …
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So does not matter what explanation you have to show how wrong they are, nothing works in sick twisted minds of nazis, they are fed with vile & hate , they don’t care if they look bad, of if they sink their own country with them.
Condemns Trump voters as morally corrupt ('nazis,' 'racism,' 'hate') while expressing alarm about the country's trajectory.
@pmm2806
Mar 4, 2025
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he …
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he wants to do to Canada what Putin did to Ukraine, without the military force, but with the monetary force.
Appeals to Canadian ethical values while expressing fear of economic domination comparable to Putin's actions against Ukraine.
@DorisGreen-rt9bk
Mar 4, 2025
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Makes an accusation of treason and complicity against Trump and Republicans, framed as a moral judgment.
@liberty_and_justice67
Mar 4, 2025
Canada must pay the price of supporting the Demons called ''democrats''.
Canada must pay the price of supporting the Demons called ''democrats''.
Uses dehumanizing language ('Demons') to frame Democrats as morally corrupt, appealing to a moral judgment about political alignment.
@vvaloachi7263
Mar 4, 2025
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, …
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, like Canadians. ???
Combines moral condemnation ('pure evil', threat to democracy) with expressions of concern for democratic institutions and sympathy for Canadians.
@keylime2998
Mar 4, 2025
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
Trump wants what's good for trump. Not what's good for the country.
Trump wants what's good for trump. Not what's good for the country.
The commenter makes a moral judgment that Trump prioritizes self-interest over national welfare.
@memyself7956
Mar 4, 2025
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
The commenter makes a moral judgment that America is compromised by serving authoritarian interests (Netanyahu and Putin).
@Yjn75
Mar 4, 2025
USA is in deep shit ..because of the ORANGUTAN !
USA is in deep shit ..because of the ORANGUTAN !
Derogatory characterization of Trump using animal metaphor to express disapproval, with potential satirical intent.
@freddiemercury1459
Mar 4, 2025
This is how a leader should speak
This is how a leader should speak
Evaluative statement about leadership quality based on implicit ethical/professional standards.
Moral Argument
0.75
@CCha-N
Mar 4, 2025
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Immediately check that racist guy’s hard drive. That being said.
It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Expresses concern about fairness and reputation, acknowledging that most immigrants work hard while some bad actors harm the group's standing.
caesarsalad493
Jan 27, 2026
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
American expressing regret about Trump voters and admiration for Trudeau, blaming Trump supporters for national damage.
@curtbergeron703
Mar 4, 2025
Trump is not leader of the free world,but Putin’s messenger, the traitor of the free world.
Trump is not leader of the free world,but Putin’s messenger, the traitor of the free world.
Condemns Trump as a traitor using moral language ('traitor of the free world'), framed within geopolitical identity positioning.
@charlestyser8176
Mar 4, 2025
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
Expresses ethical concern about leadership priorities, contrasting care for people against self-interest of the wealthy elite.
@Cheryl-yz4gg
Mar 4, 2025
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave.
But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Argues immigrants should assimilate and respect host culture, while defending Indians as respectful; includes humor dismissing racist stereotypes.
saurabhtyagi6963
Feb 4, 2026
Experiencing a loss of respect after discovering his racist approach.
Experiencing a loss of respect after discovering his racist approach.
Makes an ethical judgment about someone's racist behavior, expressing loss of respect based on moral principles.
R4rithu
Feb 6, 2026
Western world destroys countries all around the world, then people complain they come in the western world to flee poverty
Western world destroys countries all around the world,
then people complain they come in the western world to flee poverty
Makes an ethical argument about Western responsibility for global instability, implying hypocrisy in blaming immigrants fleeing poverty.
nicoracien-Qc
Feb 7, 2026
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a …
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a con artist. \nThe democrats really need to understand their voters better, to prevent this from happening again. \n\nCanada Europe is with you.
Critiques voters' critical thinking and appeals to ethical judgment while expressing international solidarity with Canada/Europe.
@Morten6842
Mar 4, 2025
the karma or consequences of canada supported khalistani terrrorists
the karma or consequences of canada supported khalistani terrrorists
Invokes karma/consequences framing, suggesting Canada's immigration policies are retribution for supporting Khalistani movements.
slfcont
Feb 6, 2026
Donald want to please poo-tin, and only him.
Donald want to please poo-tin, and only him.
Makes an unsubstantiated accusation about political allegiance while expressing moral disapproval.
@joeordinary2trumpheroofrussia
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)