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
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
Appeals to historical justice and fairness by redirecting focus from immigration to historical colonization and indigenous issues.
uchiha_madara111
Jan 29, 2026
You guys open your country for everyone and now u complaining about it smh
You guys open your country for everyone and now u complaining about it smh
Accusatory tone suggesting hypocrisy in Canada's immigration policy—opening borders then complaining about consequences.
Moral Argument
0.75
donnadonna124
Mar 1, 2026
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel …
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel when the boss shows up. Quite a strange, weird concept of friendship.
Commenter critiques the concept of friendship as requiring submission, appealing to principles of equality and fair treatment between nations.
@alessandro.festuccia
Mar 4, 2025
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. …
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. If any nation is going to do what they say then work together as a world not a different solar system.
Appeals to principles of integrity and consistency between words and actions in international relations.
@kentuckysurvival
Mar 4, 2025
You just CAN'T bargin with the devil!
You just CAN'T bargin with the devil!
Moral judgment using metaphorical language about negotiating with an untrustworthy actor.
Moral Argument
0.75
@2326TOM
Mar 4, 2025
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its …
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its allies. Just know that tariffs are the least of your problems. The sentiment from across all American “former” allies is to completely boycott American goods and services. And that is not going away regardless of whether tariffs on either side are dropped. You want fascism, good for you. The rest of then sane west ain’t with you. Get rid of your pro Putin fascist Nazi saluting government, then we might be open for negotiations.
Strong moral condemnation of voters and government using ethical language (fascism, bigotry) combined with us-vs-them framing.
@Thelma7361
Mar 4, 2025
I’m not even Indian or part of any of the people he mentioned but that guys with the bike deserves how he is only owning a bike instead of a car
I’m not even Indian or part of any of the people he mentioned but that guys with the bike deserves how he is only owning a bike instead of a car
The commenter appeals to fairness and justice ('deserves') while making an identity claim about not being part of the mentioned groups, suggesting moral judgment about economic inequality.
Messifan.19
Feb 3, 2026
Who agrees that Politicians are a waste of food/air and money
Who agrees that Politicians are a waste of food/air and money
Rhetorical condemnation of politicians using hyperbolic language, implicitly calling for accountability or change.
markmorgan5031
Feb 27, 2026
Not America, t rum p.....\n\nVery sad
Not America, t rum p.....\n\nVery sad
Distinguishes between America and Trump as separate entities, expressing moral disapproval with emotional tone.
@laracoffey9095
Mar 4, 2025
I cannot imagine i will agree with him but we have pull up our socks and work together as team
I cannot imagine i will agree with him but we have pull up our socks and work together as team
Appeals to collective responsibility and cooperation despite disagreement, framing unity as ethical imperative.
@mahijeetsingh143
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
This is leadership.
This is leadership.
Brief affirmation of leadership quality, appealing to standards of good governance.
Moral Argument
0.75
@femiayanbadejo1497
Mar 4, 2025
Trump can only bully allies and so friendly with the dictators.
Trump can only bully allies and so friendly with the dictators.
Criticizes Trump's moral character (bullying allies, cozying up to dictators) while implicitly comparing his treatment of different nations.
@qingluzhu3147
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
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
Speaking truth to power is very unpopular these days and the truth is coming from Canada.
Speaking truth to power is very unpopular these days and the truth is coming from Canada.
Appeals to truth-telling as a moral principle while implicitly critiquing those in power for suppressing it.
@mrt5040
Mar 5, 2025
Brilliant from Trudeau ?? ?? hard but more than fair. A Russian backed Trump is a nightmare
Brilliant from Trudeau ?? ?? hard but more than fair. A Russian backed Trump is a nightmare
Praises Trudeau's speech as fair while making an unverified claim about Russian backing of Trump, combining moral approval with conspiracy assertion.
@christophCymru
Mar 5, 2025
pretty sad when a decorated veteran general has lost all hope with this orange fool. just need to back out of NATO and start learning the Russian language. maybe take some lessons from Elon on …
pretty sad when a decorated veteran general has lost all hope with this orange fool. just need to back out of NATO and start learning the Russian language. maybe take some lessons from Elon on your leaders favorite salute. heil.... jackasses
Criticizes leadership through moral judgment (lost hope, fascist comparison) with satirical tone about NATO and Russian language.
@Mat-d6r
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
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the …
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the regrets as they didn’t expect that to him . I love that Canadian President he has a good state of mind thinking what is best for his country . He wanted to end the war between Ukraine and Russia but he is starting his own war , ridiculous ?
Commenter expresses sympathy for Americans and moral approval of Canada's leadership, while comparing the two countries' approaches.
@BFFConstables
Mar 5, 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)