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
Search & Filter
Moral Argument
2,863 comments
Is this the guy that gave the truckers the shaft? The one against human rights for his own, only for others. Yes, I would take him very seriously. \n\nClowns in the comment section that seems …
Is this the guy that gave the truckers the shaft? The one against human rights for his own, only for others. Yes, I would take him very seriously. \n\nClowns in the comment section that seems to all be working from home, on US government payroll. Reading the same script, they were sent from their old covid handlers in the agency.
Attacks Trudeau's moral credibility on human rights while making an unverified conspiracy claim about commenters being paid government operatives.
@PexPac-l8m
Mar 4, 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
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
My curse is always for Canada
My curse is always for Canada
Expresses a curse/condemnation of Canada, framed as a moral judgment about the country's direction.
Moral Argument
0.72
@asrafulhaque6295
Mar 4, 2025
So Sad, Canada is a Beautiful country.
So Sad, Canada is a Beautiful country.
Expresses sadness about Canada's situation while affirming the country's beauty, blending emotional concern with national pride.
@DrZubairulIslam
Mar 4, 2025
If they're such good and hardworking people why dont they build their own country up?
If they're such good and hardworking people why dont they build their own country up?
Implies immigrants are shirking responsibility to improve their home countries, framing immigration as morally questionable rather than presenting a factual claim.
who399
Nov 22, 2025
Listen all over the world react to Donald Trump. Looking at in the old testement how God punish His people. United States now loosing the free world leader now. It's a shame. I'm not sure …
Listen all over the world react to Donald Trump. Looking at in the old testement how God punish His people. United States now loosing the free world leader now. It's a shame. I'm not sure who is the dictator now. A free world leader not speaking like a 6 years old kit. America is a christian country, American should speak or talking like a christian, not talk like evil.
Appeals to religious and moral principles, arguing that American leadership should reflect Christian values and dignity.
@sidneymoua6248
Mar 4, 2025
I don't believe Donald Trump will succeed in everything he chooses to, instead American people will suffer
I don't believe Donald Trump will succeed in everything he chooses to, instead American people will suffer
Commenter expresses concern about Trump's policies harming Americans, framed as a moral concern about suffering.
@JemiMbithi
Mar 5, 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
No matter what either of you guys saying no one never helps the low class point blank.
No matter what either of you guys saying no one never helps the low class point blank.
Appeals to fairness and justice by claiming the working class is systematically neglected by both speakers/politicians.
@FLEX.609
Mar 4, 2025
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 has issues. I hope y’all happy with y’all decision ???♂️??♂️!!!
Trump has issues. I hope y’all happy with y’all decision ???♂️??♂️!!!
Expresses disapproval of a decision with implied ethical judgment, though the specific context is unclear; uses rhetorical questioning to suggest regret.
@hassanesdaile3671
Mar 4, 2025
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Appeals to universal human values and shared planetary identity as a counterpoint to cultural division.
Moral Argument
0.72
Anxmxc
Feb 12, 2026
Trump will go down in history as the rapist that destroyed our country
Trump will go down in history as the rapist that destroyed our country
Makes a strong moral condemnation of a political figure using inflammatory language about harm and destruction.
@mightymoyan4788
Mar 4, 2025
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
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
this is racist you ass hole
this is racist you ass hole
Brief moral condemnation labeling content as racist without elaboration.
Moral Argument
0.72
kabagambetracy7503
Mar 2, 2026
Trump is a puppet and Bozo full stupidity who thinks he so smart and beyond everyone in life...
Trump is a puppet and Bozo full stupidity who thinks he so smart and beyond everyone in life...
Commenter makes moral judgments about Trump's character and intelligence, positioning themselves against his leadership.
@DK-um5lg
Mar 4, 2025
At leash there follow the rules, the culture and dont make any trouble than im ok with it
At leash there follow the rules, the culture and dont make any trouble than im ok with it
Expresses conditional acceptance based on adherence to rules and cultural norms, framing it as a fairness principle.
kafil-k8o
Jan 27, 2026
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
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)