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
Great for the domestic politics in US, Trump and his rude and impolite VP, Vance, are disastrous for our foreign relations and politics. Being nasty to our siblings in Canada?!?!? Come on, real estate man: …
Great for the domestic politics in US, Trump and his rude and impolite VP, Vance, are disastrous for our foreign relations and politics. Being nasty to our siblings in Canada?!?!? Come on, real estate man: wise up before it is too late
Criticizes US leadership as disrespectful and appeals to values of proper diplomatic conduct between allied nations.
@TWOCOWS1
Mar 4, 2025
Whites captured all these countries just centuries ago and now they don't want someone else, what a irony😂😂
Whites captured all these countries just centuries ago and now they don't want someone else, what a irony😂😂
Critiques Western colonial history as morally inconsistent with current immigration restrictions, using ironic tone and emojis.
avanishpandey045
Jan 28, 2026
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
Defends Trump's Russia relations as morally justified to prevent war, appealing to humanitarian principles.
@juulclark2651
Mar 4, 2025
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
Praises the speech as intelligent while making a disparaging moral judgment about the audience's capacity for reason.
@moonhand8311
Mar 4, 2025
Spread hate and spread racism...you're cooll
Spread hate and spread racism...you're cooll
Criticizes hate and racism as morally wrong, though the sarcastic tone ('you're cool') suggests irony.
Moral Argument
0.72
KyuDhaval
Jan 28, 2026
Lady Trudeu , you deserved this , Remember your actions in relations to India
Lady Trudeu , you deserved this , Remember your actions in relations to India
Suggests Trudeau deserves criticism based on past actions regarding India, invoking accountability and consequences for policy decisions.
@kkgupta6114
Mar 5, 2025
Trump is much like someone with mental illness becoming an arsonist. He wants to burn things. He will burn his VPs. He will burn his friends. He will burn his allies. He burns the closest …
Trump is much like someone with mental illness becoming an arsonist. He wants to burn things. He will burn his VPs. He will burn his friends. He will burn his allies. He burns the closest of ties. He is actively burning his own supports, one group at a time. He is an arsonist of sorts. He likes to watch things burn...
Uses metaphorical language to critique Trump's character and destructive behavior as morally reprehensible.
@WolfSpiritMan
Mar 4, 2025
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Makes a derogatory judgment about an immigrant's life circumstances based on their mode of transportation, implying moral failure.
BlackAngel296-y6b
Jan 28, 2026
Why is Justin lying? Donald is not smart
Why is Justin lying? Donald is not smart
Accusation of dishonesty and criticism of Trump's intelligence, framing both as ethically problematic.
Moral Argument
0.72
@orlandomartinez4767
Mar 4, 2025
Trump back stabbed Americans
Trump back stabbed Americans
Expresses moral disapproval of Trump's actions toward Americans, framed as betrayal of trust.
@miltonperera894
Mar 4, 2025
We may be under severe economic pressure, but we will not bow to the decisions of a foolish president. We made a mistake when we were overconfident in America, the fight that doesn't break your …
We may be under severe economic pressure, but we will not bow to the decisions of a foolish president. We made a mistake when we were overconfident in America, the fight that doesn't break your back makes you stronger.
Appeals to principles of resilience and strength in face of adversity, framing Canada's position as ethically principled against foolish leadership.
@ahmedchehbi2303
Mar 4, 2025
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Critiques perceived hypocrisy regarding democracy and national identity, framing it as a moral inconsistency.
Papajiaapke
Feb 17, 2026
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
Critique invoking concepts of gentrification and colonization as moral wrongs, with identity-based framing about accountability.
jehrup
Jan 27, 2026
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless.
Brown and black are the future
Accuses the YouTuber of racism and inciting violence while appealing to justice and defending immigrant communities on ethical grounds.
truecomment3650
Jan 29, 2026
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Expresses concern about global peace and makes a moral judgment about Trump's character, with implicit comparison between his intelligence and potential negative outcomes.
@TheedaWindows
Mar 4, 2025
A real leader No clowns ? like president Elon and vice president trump what a joke his going to sell the United States ?? of America to Russia ??
A real leader No clowns ? like president Elon and vice president trump what a joke his going to sell the United States ?? of America to Russia ??
Criticizes Trump and Elon Musk as unfit leaders while implicitly praising Canadian leadership as morally superior.
@1969fallen
Mar 4, 2025
17:04 power hungry communists
17:04 power hungry communists
Ideological critique labeling political actors as 'power hungry communists,' appealing to political values.
Moral Argument
0.72
hotrodplumber
Feb 17, 2026
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy …
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy in the world for a reason.
Critiques diaspora commentary on India as illegitimate, appealing to lived experience and fairness in political discourse.
tushitakapoor6951
Jan 27, 2026
Trump is a prostitute.
Trump is a prostitute.
Insult characterizing Trump as corrupt/immoral through metaphor, appealing to ethical judgment without substantive policy discussion.
Moral Argument
0.72
@MrJoeblofromidaho
Mar 4, 2025
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Accuses a political figure of betrayal and treason, framing it as a moral failing rather than policy disagreement.
@angiepapa1769
Mar 4, 2025
Compare Videos
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)