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
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best …
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best of them into your country both their natural resources god take bless them.
You too every good they have into your country america/Europe..you make their country look like ghetto and make yours look like paradise right ?so let me ask you this question please...isnt a crime for some living in ghetto later decide to live in paradise?go to India/africa all the best of the country have run to amarica and Europe...our police are corrupt..money made for their citizens to survive they will steal it hide it in western world,buying alot of properties all over the globe...
All this issue is what world leaders have to address without that immigration problem will never stop...until today i still believe the law of nature...nobody is illegal
Argues that wealthy nations' recruitment of talent from developing countries is morally equivalent to crime, invoking justice and fairness principles.
kingsleynjoku2833
Feb 15, 2026
Trump reminds me of Two Faces friends we have in our lives who are a betrayal of friendship. \nTrump says he doesn’t want war but sir you declared an economic COUP with your true friends …
Trump reminds me of Two Faces friends we have in our lives who are a betrayal of friendship. \nTrump says he doesn’t want war but sir you declared an economic COUP with your true friends which is dishonourable. \nWe Canadians stay stron together. You can go pet putin’s…..
Appeals to honor and betrayal (moral principles) while asserting Canadian solidarity and identity against Trump's actions.
@Simeenros
Mar 4, 2025
No Trudeau, the people chose this. Once was a mistake. Three times is deserved...
No Trudeau, the people chose this. Once was a mistake. Three times is deserved...
Frames electoral outcomes as moral consequences ('deserved'), suggesting accountability for repeated choices.
Moral Argument
0.80
@jazjr141
Mar 4, 2025
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his …
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his abuse.
Uses moral language ('bully,' 'abuser') to critique Trump's foreign policy approach as ethically wrong and harmful to alliances.
@aliceputt3133
Mar 4, 2025
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Moral condemnation of Trump for alleged betrayal of allies and appeasement of Putin.
@rajchettri8752
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
I hate Donald Trump. I hate him. I hate him. I hate him. He’s ruining not only the United States but he’s ruining the entire world will feel the effect of this monstrous vile and …
I hate Donald Trump. I hate him. I hate him. I hate him. He’s ruining not only the United States but he’s ruining the entire world will feel the effect of this monstrous vile and vulgar man.
Strong moral condemnation of Trump using ethical language ('monstrous vile'), with secondary alarmist framing about global harm.
@maryoneill6495
Mar 4, 2025
Hey Justin Trudeau, who else is a lying Murderous Dictator??? You sent pigs on horses to trample old ladies during the freedom convoy!!! You have taken away everyone’s charter rights of freedom of speech and …
Hey Justin Trudeau, who else is a lying Murderous Dictator??? You sent pigs on horses to trample old ladies during the freedom convoy!!! You have taken away everyone’s charter rights of freedom of speech and freedom of expression. That right there is a dictator
Makes moral accusations of dictatorship and rights violations against Trudeau, framing the issue as a fundamental breach of democratic principles and freedoms.
@JasonBeaumont-t7j
Mar 4, 2025
Trump is an idiot, a traitor, a crook. \n\nWell done MAGA America on voting in this moron TWICE.\n\nI'm not Canadian, they're too nice to write as I have. However my feelings are shared worldwide in …
Trump is an idiot, a traitor, a crook. \n\nWell done MAGA America on voting in this moron TWICE.\n\nI'm not Canadian, they're too nice to write as I have. However my feelings are shared worldwide in the democracies than America now shuns.\n\nYou'd better start learning Russian. You don't deserve to speak English anymore.
Appeals to ethical judgment about Trump's character and America's standing in democracies worldwide.
@debblanch5977
Mar 4, 2025
Who was dumb enough to vote trump, who couldn’t see the wrecking ball he is, who couldn’t see he is unfit for the job, most of the US that’s who.
Who was dumb enough to vote trump, who couldn’t see the wrecking ball he is, who couldn’t see he is unfit for the job, most of the US that’s who.
Criticizes Trump voters for failing to recognize unfitness for office, appealing to judgment and competence standards rather than policy specifics.
@lbarbato6425
Mar 4, 2025
And the always forgotten native Americans?
And the always forgotten native Americans?
Raises a justice/fairness concern about Indigenous peoples being overlooked in immigration discourse.
MegalopsykhiaLIN
Jan 27, 2026
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
Hey buddy don't spread false heartful narrative against specific country for some views and cheap and quick publicity don't be racist
Hey buddy don't spread false heartful narrative against specific country for some views and cheap and quick publicity don't be racist
Appeals to ethical principles against racism and false narratives, urging the creator to stop spreading divisive content.
satvik_008
Jan 27, 2026
This is what a leader, a real leader…intelligent and savvy…looks like. When Trump looks into the mirror, this is not what is reflected back. The reflection looks like a four year old child, crying because …
This is what a leader, a real leader…intelligent and savvy…looks like. When Trump looks into the mirror, this is not what is reflected back. The reflection looks like a four year old child, crying because Daddy doesn’t love him. It’s sad but we will be paying dearly for a child’s temper tantrum and very disturbing behaviors. Wake up United States, Congress, Republicans and Democrats, the entire News Media, and uninformed voters. This country, our country is at risk of going the way of all fallen dynasties…into oblivion. God help us all. Sorry dear Canada, so sorry.
Contrasts Trudeau's leadership qualities with Trump's character flaws using ethical and moral language about fitness for office and national risk.
@oliviacasino8888
Mar 4, 2025
Canadians have every right to counter these grotesque measures from this grotesque US president.
Canadians have every right to counter these grotesque measures from this grotesque US president.
Appeals to Canadian rights and moral justification for resisting US presidential policies characterized as grotesque.
Moral Argument
0.80
@marrous4845
Mar 4, 2025
Trump is a bully and thinks like a child without thinking of the consequences. He’s been getting his way for years and running around bullying others. I really hope Canada Mexico whoever trump wants to …
Trump is a bully and thinks like a child without thinking of the consequences. He’s been getting his way for years and running around bullying others. I really hope Canada Mexico whoever trump wants to bully stand on business and does the same. Unfortunately we Americans will be caught in the crossfire but it has to be done.
Characterizes Trump as morally wrong (bully, childish) and appeals to others to stand firm on principle despite personal costs.
@mmljane
Mar 4, 2025
America is having this crazy issue because they can’t stick with truth. You stay with Ukraine while supporting Israel. One is oppressed, other one is oppressor. You can’t handle one hand truth and other hand …
America is having this crazy issue because they can’t stick with truth. You stay with Ukraine while supporting Israel. One is oppressed, other one is oppressor. You can’t handle one hand truth and other hand wrong. No morality have americans…
Appeals to moral principles about consistency and truth, criticizing American foreign policy hypocrisy.
@davidvilla5154
Mar 4, 2025
The Bible says to shun evil. I'm with Canada on these matters. Hope America will bring back decency in 2028.\n#StupidVoters
The Bible says to shun evil. I'm with Canada on these matters. Hope America will bring back decency in 2028.\n#StupidVoters
Appeals to religious/ethical principles to support Canada's position and express hope for American moral renewal.
@SC-g-cox
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
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Defends Indian immigrants by appealing to fairness and historical precedent, questioning the commenter's right to object.
ishmeetbhullar2653
Mar 3, 2026
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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)