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
Good for Canada the republicans in congress are spineless to stand up to the felon president Trump and are allowing him to be a fascist tyrant. As an American it hurts to see how Trump …
Good for Canada the republicans in congress are spineless to stand up to the felon president Trump and are allowing him to be a fascist tyrant. As an American it hurts to see how Trump treats allies and how he embraces enemies like Putin, North Korea and others. As painful as it will be I hope the free world does what the Republicans are scared to do and that is stand up to Trump and put him in his place!
Appeals to ethical principles about democracy, fascism, and international alliances while expressing support for Canada against Trump.
@NGildred
Mar 4, 2025
Justin don't take it personally because Donald Trump has one vile purpose which is solely to dismantle institutions and destroy the US. Re-electing was the dumbest thing Americans could've done and the whole world will …
Justin don't take it personally because Donald Trump has one vile purpose which is solely to dismantle institutions and destroy the US. Re-electing was the dumbest thing Americans could've done and the whole world will feel it. We're embarrassed for him!
Critiques Trump's institutional destruction and expresses moral disapproval while showing solidarity with Canada and global allies.
@evejolie4049
Mar 4, 2025
Reciprocal Taxes.. there has to be balance & fairness..
Reciprocal Taxes.. there has to be balance & fairness..
Appeals to principles of fairness and balance in trade policy.
@eclass_1
Mar 4, 2025
Well said PM Trudeau. Scrap those border plan billions and the Fentanyl Czar. If the Amer-I-can border is such a worry for this embarrassment of a USA administration (worst in history and that is saying …
Well said PM Trudeau. Scrap those border plan billions and the Fentanyl Czar. If the Amer-I-can border is such a worry for this embarrassment of a USA administration (worst in history and that is saying a lot), then let them invest in border controls to keep out the overwhelming flow from our beautiful country of fentanyl and illegal immigrants that DOESN’T exist. This is hateful and Trump and those who voted for him should be ashamed. Shame on you. We will not visit your country, we will not buy your products…you are no neighbours of ours (yes, we spell neighbours with “our”…)
Primarily appeals to ethics and shame directed at Trump/voters, with identity assertion (Canadian pride) and implicit call to boycott.
@SS-gp2wk
Mar 4, 2025
Never thought any U.S. president would want to deliberately hurt its 3 closest allies.
Never thought any U.S. president would want to deliberately hurt its 3 closest allies.
Expresses moral concern about a U.S. president deliberately harming allied nations, framing it as ethically wrong.
@cblack4413
Mar 4, 2025
Racist scum
Racist scum
Direct moral condemnation of racism, appealing to ethical principles against discriminatory behavior.
Moral Argument
0.85
prank9273
Jan 27, 2026
Sorry, Trump does not care of past allies he is taking the US into a dictatorship. Just observing from Downunder the past few days shows clearly the tyrrany of authoritarianism as Trump and the Maga …
Sorry, Trump does not care of past allies he is taking the US into a dictatorship. Just observing from Downunder the past few days shows clearly the tyrrany of authoritarianism as Trump and the Maga cult are destroying Democracy and the US Constitution. Only Americans can stop this trajectory to save themselves and everyone from Putin. They Trump Musk Vance and Maga are a national and international disgrace and a threat to the world… please all stop this tragedy by a convicted felon and insurrectionist. Listen to Bernie Sanders.
Primarily appeals to democratic values and constitutional principles while characterizing Trump as a threat to democracy and calling for action to stop him.
@mirajarvis8326
Mar 4, 2025
when you want to live in another country, why bringing the country you where living in with you? what the point then then? and when you love your country of origin, but the live is …
when you want to live in another country, why bringing the country you where living in with you? what the point then then? and when you love your country of origin, but the live is so hard there, you should respectful to the country which took you in. and when you want to change something, change your own country.
Appeals to principles of respect and cultural assimilation as ethical obligations for immigrants to their host country.
ivy6779
Jan 27, 2026
Its time, the whole World needs to stop, re-think, and take measures to end wars. Get together and stop any entity from continuing to do harm to any human being all around the world. Come …
Its time, the whole World needs to stop, re-think, and take measures to end wars. Get together and stop any entity from continuing to do harm to any human being all around the world. Come on, Make this World a Better Place to live in. Take a stand against all evil around the world.
Appeals to ethical principles about ending wars and making the world better, with an implicit call for collective action.
@user-stevepereira
Mar 4, 2025
Thanks trumpers. You chose bigotry. Way to go asshats.
Thanks trumpers. You chose bigotry. Way to go asshats.
Condemns Trump supporters for choosing 'bigotry,' framing opposition as a moral judgment about ethical failings.
@Jeff-bz6jp
Mar 4, 2025
The US administration is an embarrassment
The US administration is an embarrassment
Commenter makes a moral judgment characterizing the US administration as shameful and disreputable.
Moral Argument
0.85
@martinbernard-vp6zv
Mar 4, 2025
Trump will go down as the most disgusting, unamerican president the U.S. has ever had.
Trump will go down as the most disgusting, unamerican president the U.S. has ever had.
Predicts Trump will be remembered as the most disgraceful and un-American president, a moral condemnation of his presidency.
Moral Argument
0.85
@spacevspitch4028
Mar 4, 2025
Donald Trump wants to be Putin 2. He admires him, wants power and control like him. Trump is a wicked man and needs to consider his ways.
Donald Trump wants to be Putin 2. He admires him, wants power and control like him. Trump is a wicked man and needs to consider his ways.
Makes ethical judgment that Trump is 'wicked' and appeals to moral reconsideration of his character and actions.
Moral Argument
0.85
@roebuckrowhammer3889
Mar 4, 2025
Trump is a TODDLER …. So is Musk
Trump is a TODDLER …. So is Musk
Uses dehumanizing language ('TODDLER') to make a moral judgment about Trump and Musk's character and fitness for leadership.
Moral Argument
0.85
@NZperrito
Mar 4, 2025
7:48 Wow, Trudeau, even when he insults you, he does it with respect and class. Donald, watch and learn!
7:48 Wow, Trudeau, even when he insults you, he does it with respect and class. Donald, watch and learn!
Praises Trudeau's respectful demeanor while criticizing Trump's approach, making an ethical comparison between leaders.
@littleofc5811
Mar 4, 2025
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF …
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF ALL AN AMERICAN KILLER!!\nWE MUST ALL STAND FOR DEMOCRACY!!\nTRUMP DOESN'T UNDERSTAND THAT TRUE HARDWORKING TAX PAYING AMERICANS DON'T KILL OR WANT TO KILL OTHER AMERICANS PERIOD!! HE'S NEVER PAID TAXES!! \nI WANT TO MOVE TO CANADA WHERE THEIR PRESIDENT REALLY DOES CARE ABOUT HIS COUNTRY AND CANADIANS.
Strong ethical appeals about democracy, integrity, and care for citizens, with personal intention to relocate to Canada.
@jcan196
Mar 4, 2025
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Commenter makes an ethical judgment about racism, criticizing the video subject's behavior as morally wrong.
terry_3602
Feb 13, 2026
Way to go Canada Trump deserves that and I’m willing to see Trump look like the true idiot he is! Voters made the mistake of putting the Orange Turd in office. My taxes should go …
Way to go Canada Trump deserves that and I’m willing to see Trump look like the true idiot he is! Voters made the mistake of putting the Orange Turd in office. My taxes should go to Ukraine a country who didn’t ask for more hardship and for millionaires to pay just $720 in 2023 taxes I don’t want to support a fool.
Comment appeals to fairness and justice (taxes supporting Ukraine vs. millionaires, Trump as 'idiot') while critiquing policy priorities and wealth inequality.
@rickmeisch643
Mar 4, 2025
A country that is slave to American talking about invasion bro your country's people exterminated the native people and built a nation on blood and theft. Before commenting on other communities , reflect on that …
A country that is slave to American talking about invasion bro your country's people exterminated the native people and built a nation on blood and theft. Before commenting on other communities , reflect on that genocide, you people did .
Appeals to historical injustice and hypocrisy, arguing Canada has no moral standing to critique other nations given its colonial genocide.
chirantanpal2639
Jan 27, 2026
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because …
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc.
Stop demonizing these people just because they're in Canada and not being white.
Perhaps, ask yourself what your ancestors as whites did in the past to Indians, sidelined with Britishers & looted our wealth for 200 years and made us a 3rd world country.
Defends Sikhs on ethical grounds (fairness, historical injustice) while critiquing racial discrimination and invoking colonial history.
hamid7805
Mar 1, 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)