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
Have you ever wondered why the Roman empire and the Egyptian empire imploded. We are watching the reason. Trump and his white supremacy cabinet is garbage
Have you ever wondered why the Roman empire and the Egyptian empire imploded. We are watching the reason. Trump and his white supremacy cabinet is garbage
Uses historical analogy to make a moral argument that Trump's administration represents dangerous ideology and governance failure.
@3PacBack
Mar 4, 2025
We understand. We live just south of Lake Superior. We don't want this either but it's important that no country should bow to the United States. Let us be clear- Our president lack moral character …
We understand. We live just south of Lake Superior. We don't want this either but it's important that no country should bow to the United States. Let us be clear- Our president lack moral character and integrity and is no more trustworthy than Putin. Trump isn't concerned about Fentanyl, because if he was, he wouldn't be gutting the agencies that track it.
Appeals to principles of national sovereignty and moral character while criticizing Trump's integrity and contradictory drug policy.
@ErinOBrien-io9qm
Mar 4, 2025
Trump is a cancer and a lunatic
Trump is a cancer and a lunatic
Uses strong moral language ('cancer', 'lunatic') to condemn Trump as fundamentally unfit and dangerous.
Moral Argument
0.80
@stevesnyder3440
Mar 4, 2025
when sapping a country of its resources for hundreds of years makes the poor people immigrate to hopefully get a better future:
when sapping a country of its resources for hundreds of years makes the poor people immigrate to hopefully get a better future:
Appeals to historical injustice and fairness, contextualizing immigration as consequence of colonial resource extraction.
prot-b6y4w
Feb 6, 2026
I know a lot of people are tired of JT. And they have their reasons. But as a Canadian, I have to say that he did a good job addressing this issue. He literally came …
I know a lot of people are tired of JT. And they have their reasons. But as a Canadian, I have to say that he did a good job addressing this issue. He literally came across as a concerned Canadian citizen that doesn't want this trade war. He truly doesn't. Nobody does. I gotta give props to JT on this one. He may have made some mistakes, but he did a good job addressing these terrible tariffs.
Acknowledges criticism of PM but appeals to fairness and national interest, praising his handling of the crisis as ethically sound.
@curtbudden4191
Mar 4, 2025
7:03 - you’re standing in the middle of the road and impeding traffic. So much for blaming certain ethnic groups.!!!
7:03 - you’re standing in the middle of the road and impeding traffic. So much for blaming certain ethnic groups.!!!
Uses a specific example to challenge ethnic stereotyping, appealing to fairness and evidence-based judgment.
Moral Argument
0.80
yohankbjohn5171
Jan 27, 2026
Trump is evil beyond words ..the world will suffer from this orange idiot!
Trump is evil beyond words ..the world will suffer from this orange idiot!
Strong moral condemnation of Trump using ethical language ('evil') combined with apocalyptic framing about global suffering.
@raymondleongdiva
Mar 4, 2025
I hate that one man can take control of our country and represent us as a whole. I do not side with trump and im so mad to see what he is doing
I hate that one man can take control of our country and represent us as a whole. I do not side with trump and im so mad to see what he is doing
Expresses concern about concentrated executive power and moral disapproval of Trump's actions.
@Monclersheisty2000
Mar 4, 2025
Shame on you usa.
Shame on you usa.
Brief moral condemnation of the USA's actions, implicitly comparing U.S. and Canadian conduct.
@NDHIZK1
Mar 4, 2025
As an American we are so wrong
As an American we are so wrong
American commenter expresses moral disapproval of their country's actions, appealing to ethical principles.
@anthonyamaro1771
Mar 4, 2025
Yes Canada!!!!!!! Stand up against evil!!!!
Yes Canada!!!!!!! Stand up against evil!!!!
Frames Canada's position as standing against 'evil,' using moral language to encourage resistance and support.
@720Fab
Mar 4, 2025
Give it to that lying ass Trump. He does nothing but lie, cheat and steal, and mislead the people for his own selfish gain.
Give it to that lying ass Trump. He does nothing but lie, cheat and steal, and mislead the people for his own selfish gain.
Makes ethical accusations against Trump (lying, cheating, stealing, misleading) framed as moral failings rather than policy critique.
@joyceswain4402
Mar 4, 2025
0:35 the audacity to come to a country as a refugee and be so disrespectful to the people that took you in
0:35 the audacity to come to a country as a refugee and be so disrespectful to the people that took you in
Appeals to fairness and gratitude norms, arguing that refugees should show respect to their host country.
dylanmckinley2068
Jan 29, 2026
All the America that voted the mad orange clown in deserve to lose their jobs and struggle economically from this. Enjoy you deserve it!
All the America that voted the mad orange clown in deserve to lose their jobs and struggle economically from this. Enjoy you deserve it!
Makes a moral judgment that Trump voters deserve economic hardship as punishment for their political choice.
Moral Argument
0.80
@Lucy23133
Mar 4, 2025
Drumpf's best friend is the Russian monster.he is screwing American business people,farmers,builders, and every other American citizen.Thank you for speaking the truth,his worshippers will not believe you,but the rest of us know what is truth.\n …
Drumpf's best friend is the Russian monster.he is screwing American business people,farmers,builders, and every other American citizen.Thank you for speaking the truth,his worshippers will not believe you,but the rest of us know what is truth.\n And I love Canada,God bless and protect you all.I did not vote for the orange menace,he is now trying to blame the effects of his decisions on the previous administration.
Extended critique of Trump's character and decisions framed as moral truth-telling, with explicit solidarity expressed toward Canada.
@nursenurse3577
Mar 4, 2025
In a sense, this tariff war is a sign of humility. We as society consume too much, with things we don't need, but waste. Feed the hungry and house the homeless
In a sense, this tariff war is a sign of humility. We as society consume too much, with things we don't need, but waste. Feed the hungry and house the homeless
Appeals to ethical principles about consumption, waste, and social responsibility in response to tariff tensions.
Moral Argument
0.80
@anthonyvu2469
Mar 4, 2025
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Defends India against perceived racism by appealing to historical injustice, equality, and socioeconomic context for criminal behavior.
rahultewari2868
Feb 3, 2026
I feel sad and embarrassed ? I once was proud of our Country. This is the first time we are having trouble with our own allies. Make this make sense ?This Canadian leader is articulate …
I feel sad and embarrassed ? I once was proud of our Country. This is the first time we are having trouble with our own allies. Make this make sense ?This Canadian leader is articulate and ? correct.
Expresses shame about national leadership and appeals to values of pride and proper conduct in international relations.
@marchandtpinkney5085
Mar 4, 2025
Trudeau lies! Trump is by no means 'smart' in any way whatsoever. I'd say he's as dumb as a rock, but I'd be insulting some of my igneous friends.
Trudeau lies! Trump is by no means 'smart' in any way whatsoever. I'd say he's as dumb as a rock, but I'd be insulting some of my igneous friends.
Criticizes both Trudeau and Trump's intelligence using harsh moral judgment, with satirical rock/geology joke for rhetorical effect.
@wileyschmitt
Mar 4, 2025
This man has committed unspeakable acts of evil. It is time for him to go.
This man has committed unspeakable acts of evil. It is time for him to go.
Commenter makes a moral condemnation of Trump's actions and implicitly calls for his removal from office.
@Lighthouse_Muse
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)