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
Mr. Trudeau as an Australian who loves Canada you're not dealing with a rational, compassionate, leader across the border but a self serving, lying, convicted felon and Putin sycophant.
Mr. Trudeau as an Australian who loves Canada you're not dealing with a rational, compassionate, leader across the border but a self serving, lying, convicted felon and Putin sycophant.
Australian perspective comparing Trump unfavorably on moral grounds (rational, compassionate, honest leadership) while supporting Canadian resistance.
@megaphone6919
Mar 5, 2025
Le Canada est remplie de putin de raciste , le gars qui dit les africain ont un QI faible ; alors que vos Université et hôpitaux sont remplies d'africain
Le Canada est remplie de putin de raciste , le gars qui dit les africain ont un QI faible ; alors que vos Université et hôpitaux sont remplies d'africain
Counters racist claims about African intelligence by pointing out African contributions to Canadian institutions, appealing to fairness.
romainhema-e8v
Mar 2, 2026
This will hurt us all. Canadian President has a big heart for his people. I hope all this can swiftly end.
This will hurt us all. Canadian President has a big heart for his people. I hope all this can swiftly end.
Appeals to compassion and leadership virtue while expressing hope for peaceful resolution of a conflict.
@mechanicdave4899
Mar 4, 2025
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
Defends immigrants' right to be anywhere based on freedom principles, rejecting stereotypes and appealing to fairness and human rights.
vrindagrover1970
Feb 17, 2026
He finally sounds like a leader. Geez...it took long enough.
He finally sounds like a leader. Geez...it took long enough.
Expresses approval of leadership qualities and implicit criticism of prior leadership as lacking adult-like judgment.
Moral Argument
0.80
@freshfalcon3996
Mar 4, 2025
You definitely can not talk about being a dictator after what you done during the so called pandemic
You definitely can not talk about being a dictator after what you done during the so called pandemic
Appeals to hypocrisy and moral inconsistency regarding pandemic-era government actions.
@fynlairobertson5801
Mar 4, 2025
A class act. THAT is diplomacy.\n\nFirm, but fair. Calling a spade a space, and calling autocracy out for what it is.
A class act. THAT is diplomacy.\n\nFirm, but fair. Calling a spade a space, and calling autocracy out for what it is.
Praises diplomatic approach as ethical and principled, appealing to fairness and moral clarity in calling out autocracy.
@johncitizen8828
Mar 4, 2025
Donald trump is a traitor Donald trump is going to make his United States week Donald trump Is a dictator himself No ally shoe Negotiate negotiate with Donald trump He is evil Is dictator He's …
Donald trump is a traitor Donald trump is going to make his United States week Donald trump Is a dictator himself No ally shoe Negotiate negotiate with Donald trump He is evil Is dictator He's a bully and a gangster I can't wait to the 4 years go by for he could get the hell out of the I can't wait to the 4 years go by for he could get the hell out of the white house By Ukraine By Ukraine Negotiate negotiate Do not negotiate with America Until Donald trump gets out of office The allies The Together
Repeatedly condemns Trump using moral language (traitor, evil, dictator, bully) and urges allies not to negotiate with him until he leaves office.
@JoseGuzman-vj8yo
Mar 4, 2025
Appreciate Trudeau's matured, courageous,sober, responsible speech. Trump and his pals in the white house now seem like the most immatured bunch of people compared to Trudeau, Zelensky, Macron etc. These young people are a great …
Appreciate Trudeau's matured, courageous,sober, responsible speech. Trump and his pals in the white house now seem like the most immatured bunch of people compared to Trudeau, Zelensky, Macron etc. These young people are a great example for the old Donald.
Appeals to ethical qualities (maturity, courage, responsibility) while comparing leaders across nations.
@TomChris-d5f
Mar 4, 2025
Trump will fail US if he continues with his arrogance
Trump will fail US if he continues with his arrogance
Makes an ethical judgment that Trump's arrogance will harm the US, appealing to principles of responsible leadership.
Moral Argument
0.80
@lwelenjalferdinand671
Mar 4, 2025
Can someone in the US at least teach that idiot Trump this VERY SIMPLE lesson?\n\n\nIf you want to improve linearly, compete!\nIf you want to improve exponentially, collaborate!\n\nBut it's hard to say whether an idiot who …
Can someone in the US at least teach that idiot Trump this VERY SIMPLE lesson?\n\n\nIf you want to improve linearly, compete!\nIf you want to improve exponentially, collaborate!\n\nBut it's hard to say whether an idiot who has only managed to do one thing in his entire life: waste his father's money, will understand this.
Presents a philosophical argument about collaboration vs. competition as superior governance principle, combined with personal attacks on Trump's competence.
@saad-t7k
Mar 4, 2025
Donald Trump is like the chemical weapon called Agent Orange that was dropped on American soldiers during Vietnam. He’s a terrorist, felon, bigot and sex offender. And half America votes for him…supposedly. \nI implore you …
Donald Trump is like the chemical weapon called Agent Orange that was dropped on American soldiers during Vietnam. He’s a terrorist, felon, bigot and sex offender. And half America votes for him…supposedly. \nI implore you to call him Agent Orange going forward. He doesn’t deserve the role of Commander in Chief.
Uses moral language (terrorist, felon, bigot) to delegitimize Trump and calls for reframing his public identity.
@jessicapotter4832
Mar 4, 2025
This is called malice.. Respect all.. We dnt want like usa.
This is called malice.. Respect all.. We dnt want like usa.
Appeals to ethical principles of respect and fairness, contrasting Canada's approach with the USA's.
nimithanimeh
Jan 27, 2026
Trump is trying to disintegrate all his allies,thinking that he is the most powerful but back down with Russia. what a shameful..Big mistake of American people voting for Trump. Philippines watch out with Trump he …
Trump is trying to disintegrate all his allies,thinking that he is the most powerful but back down with Russia. what a shameful..Big mistake of American people voting for Trump. Philippines watch out with Trump he will Turn you UPSIDE DOWN.
Critiques Trump's actions as shameful and morally wrong, with comparative warnings to other nations.
@tharrie1
Mar 4, 2025
Who the hell voted for Dump? A convicted criminal, u voted for a criminal. And now that criminal is supporting Russia and North Korea, alienating our friends and allies, and doing what he said he …
Who the hell voted for Dump? A convicted criminal, u voted for a criminal. And now that criminal is supporting Russia and North Korea, alienating our friends and allies, and doing what he said he would do...become a dictator. Oh, but not help the US economy and reduce costs. Surprised? Not. I voted for Harris.
Frames Trump as a criminal and dictator, appealing to ethical concerns about democratic values and authoritarian governance.
@SEK-COJO_inmyheart
Mar 4, 2025
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America …
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America will be finished soon
Appeals to ethics and justice while calling on other countries to follow Canada's example against Trump administration.
@sifisodube-e2w
Mar 4, 2025
He is so eloquent and intelligent, sharp contrast to the Orange Clown in the White House. Poor Americans, the world feels sorry for those of you who realised that Trump was not a fit and …
He is so eloquent and intelligent, sharp contrast to the Orange Clown in the White House. Poor Americans, the world feels sorry for those of you who realised that Trump was not a fit and proper person to be in charge of anything.
Praises the speaker's intelligence and eloquence as moral virtues while comparing favorably to Trump and expressing sympathy for Americans.
@joskareichelt5788
Mar 4, 2025
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
Expresses moral outrage at perceived racist statements about African intelligence, framing this as an ethical violation.
KaleabBereket-x4w
Feb 15, 2026
Trump is NOT smart. He is EVIL.
Trump is NOT smart. He is EVIL.
Makes a moral judgment characterizing Trump as evil rather than presenting policy critique or factual claims.
Moral Argument
0.80
@RosemaryStewart-n6m
Mar 4, 2025
At this present time and in this current governmental climate, I do believe that changing a leader now would hurt Canada. Trudeau has first hand experience and has dealt with Trump and his tantrums, this …
At this present time and in this current governmental climate, I do believe that changing a leader now would hurt Canada. Trudeau has first hand experience and has dealt with Trump and his tantrums, this isn’t Trudeau’s first rodeo. I am concerned with Trump antics another leader could be influenced with charm and falsehoods which Trudeau has already confidently stood up against.\nAnd for a moment, let’s think a little bit further out of the box. This isn’t about fentanyl as Prime minster Trudeau pointed out. This is about making life for Canadians extremely difficult and chaotic. It’s to bring division between the United States and Canada, and with Trump joking and jokes are not jokes sometimes they become reality Canada being a 51st state. Trump Being friends with Putin, with Russian ships in our Arctic Ocean think on this for a minute. Putin decided to invade Ukraine to expand his make believe empire. President Trump and Vladimir Putin working together. Hasn’t Trump said he wants Canada to be part of the USA and wants our Prime Minister to be a governor how insulting. How very insulting to the Canadian people who not just live in Canada, but are also united Canadians.
Argues for keeping Trudeau based on ethical concerns about Trump's influence, division, and sovereignty threats to Canada, appealing to national values and fairness.
@mtl6405
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)