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
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
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
Appeals to justice and rule of law, calling for accountability for alleged election interference and terrorism.
@asdf-bm4df
Mar 4, 2025
All we want is fairness and president Trump is for America.
All we want is fairness and president Trump is for America.
Appeals to fairness as a principle while asserting national interest prioritization.
@makahanp
Mar 4, 2025
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Advocates for equal respect and support of diverse cultures and religions, appealing to principles of fairness and human dignity.
LifeinCanada-m3i
Nov 22, 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
This makes me want to cry. Canada, do what you need to do.
This makes me want to cry. Canada, do what you need to do.
Emotional appeal expressing concern about immigration policy and urging Canada to take ethical action.
@brendanichols5293
Mar 4, 2025
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Uses historical analogy to critique the pattern of blaming immigrants during economic downturns as an old, unjust practice.
ovrskr
Nov 24, 2025
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Accuses the speaker of hypocrisy on moral/ethical grounds regarding Zionism, framed as a values-based critique.
@franks.7271
Mar 4, 2025
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
Criticizes Trump and courts for enabling harm to minorities, framing it as a moral/ethical failure with elements of threat perception.
@MaGo-r7x
Mar 4, 2025
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Accuses the person of hypocrisy for criticizing some conflicts while not others, appealing to consistency and fairness.
@DaveNeve
Mar 4, 2025
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out …
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out . He will Decapitate USA!!
Expresses strong moral opposition to Trump using inflammatory language and historical references to war casualties, with implicit call for action against him.
@sarahsokal
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
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Comment appeals to principles of alliance and mutual support while warning of consequences of Trump's approach.
@lexaneli
Mar 4, 2025
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Critiques scientific racism and makes a moral judgment about blaming immigrants, while also asserting class-based identity distinctions.
Gangai263
Jan 28, 2026
About time Trudeau step up for his country.
About time Trudeau step up for his country.
Appeals to duty and patriotic obligation ('step up for his country'), framing action as ethically necessary.
Moral Argument
0.75
@juannieto8807
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)