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
How Narcissism of one Person can endanger and destroy a whole population.
How Narcissism of one Person can endanger and destroy a whole population.
Frames leadership as a moral/ethical issue affecting population welfare, with implicit identity framing about national danger.
@newport.
Mar 4, 2025
No one can reason with a stupid person. It all came down to the collective dumb decision by Americans for re-electing an unfit person back to the White House. You dumb Americans chose a criminal …
No one can reason with a stupid person. It all came down to the collective dumb decision by Americans for re-electing an unfit person back to the White House. You dumb Americans chose a criminal to be your leader and crimes he will do and is doing now. God help us all! ??
Criticizes Americans' electoral choice on moral grounds (electing an unfit criminal) while asserting a distinction between the commenter and 'dumb Americans.'
@bikerjackwhorun
Mar 4, 2025
Putin’s puppet traitor us stupid. He is a criminal And so are Republicans and his voters .\n\nThis is all about his stupid tax cut for the rich
Putin’s puppet traitor us stupid. He is a criminal And so are Republicans and his voters .\n\nThis is all about his stupid tax cut for the rich
Commenter makes moral accusations of criminality and betrayal while critiquing tax policy, framing the issue in ethical terms.
@kevintruong2396
Mar 4, 2025
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
Dismissive critique questioning someone's right to complain about hardship, implying moral judgment about their circumstances.
roxannegallinger7511
Aug 26, 2025
Trump= Hitler=Putin. Unite the world against the orange fascist threath
Trump= Hitler=Putin. Unite the world against the orange fascist threath
Uses extreme moral comparison (Trump as fascist/Hitler) to delegitimize and calls for global opposition, blending moral argument with mobilization.
@jorgeruizibanez2318
Mar 4, 2025
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
Presents philosophical argument about ownership and protection rights, critiquing government's failure to protect national interests.
sin_scorpion79
Aug 28, 2025
Like the Bible say never put a damn fool over nothing
Like the Bible say never put a damn fool over nothing
Invokes biblical moral principle against placing unfit leaders in power, appealing to ethical standards.
Moral Argument
0.75
@toneyingram732
Mar 4, 2025
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public don’t belive me go walk by the pis pity party full of junkies pointing fingers to people because they are racist and jealous are pathetic good lord
Defends immigrant success and criticizes native-born Canadians for jealousy and hypocrisy, though the comment is difficult to parse due to spelling/grammar issues.
tropicalvampire
Jan 28, 2026
Left, right, up down. The people always lose....
Left, right, up down. The people always lose....
Makes a moral argument that ordinary people suffer regardless of political direction.
Moral Argument
0.75
@MrTimtheTechie
Mar 4, 2025
It makes no sense. I am so sorry.
It makes no sense. I am so sorry.
Expresses sympathy and moral disapproval of the situation, though brief and somewhat ambiguous.
Moral Argument
0.75
@francesevelynrogers1123
Mar 4, 2025
I wonder why the US is not able to produce a decent human being good enough to be president these days...
I wonder why the US is not able to produce a decent human being good enough to be president these days...
Rhetorical critique questioning the moral quality of US leadership, implicitly comparing it unfavorably to Canadian leadership.
@captainzomi7581
Mar 4, 2025
Do not judge, lest ye be judged. I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Do not judge, lest ye be judged.
I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Invokes moral principle (non-judgment) and warns against hypocrisy, implicitly critiquing the discourse in comments above on ethical grounds.
infinityinfinityinfi
Aug 28, 2025
how he is condemning Putin but still supports Netanyahu ... make that make sense
how he is condemning Putin but still supports Netanyahu ... make that make sense
Points out perceived moral inconsistency in condemning one leader while supporting another.
Moral Argument
0.75
@MariamSaad-i7f
Mar 5, 2025
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about …
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about running a country for the people and it’s best interest, or understands what tariffs actually are and how they work. Trump only sees what Trump can gain personal and for his rich buddies.
Appeals to ethical leadership and calls for others to speak out against Trump's behavior, framed as a moral imperative.
@debt1306
Mar 5, 2025
The most sickening part is that his supporters is cheering him on because they are delusional and don’t have an intelligent grasp of reality.
The most sickening part is that his supporters is cheering him on because they are delusional and don’t have an intelligent grasp of reality.
Criticizes Trump supporters as delusional and unintelligent, appealing to standards of rationality and judgment.
@slimtee2
Mar 4, 2025
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on everyone in said country.
Commenter argues that immigrants should not 'push their culture' on the host country, framing cultural assimilation as an ethical obligation.
LandOnMyHill
Jan 27, 2026
Sounds like micro aggression disguised.
Sounds like micro aggression disguised.
Critiques the video/discussion as containing microaggression, appealing to fairness and ethical treatment.
Moral Argument
0.75
independentmind6345
Aug 29, 2025
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
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
Frames national decline as moral/spiritual consequence of rejecting religious values, appealing to religious ethics and divine judgment.
Moral Argument
0.75
TinaMac-j9o
Sep 3, 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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