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
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
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
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
Reframes the immigration issue as a moral failing of Canadians rather than immigrants, appealing to work ethic and cultural values.
AnonymousPersona-x8q
Jan 29, 2026
Got to pay your due sir!! You eat your lunch but you didn’t help clean up!!! … not gonna happen!!!
Got to pay your due sir!! You eat your lunch but you didn’t help clean up!!! … not gonna happen!!!
Appeals to fairness and reciprocal responsibility, arguing someone should contribute if they benefit.
Moral Argument
0.72
@joelamthach5812
Mar 4, 2025
Trudeau is a loser
Trudeau is a loser
Makes a character judgment about a political leader using derogatory language as moral critique.
Moral Argument
0.72
@PaulLambrou
Mar 4, 2025
TRUMP and the GOP = dangerous evil
TRUMP and the GOP = dangerous evil
Makes a moral condemnation of Trump and the GOP using strong language ('dangerous evil'), framing them as a threat.
@PeepsWaxPacks
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
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
Trump needs a mental help
Trump needs a mental help
Makes a dismissive personal attack framed as concern for mental health, functioning as moral criticism.
Moral Argument
0.72
@RaulRobillos
Mar 4, 2025
This is a true leader! Not the fat bloated vice president orange turd and president muskavite both putin puppets plunging us into the dark ages!
This is a true leader! Not the fat bloated vice president orange turd and president muskavite both putin puppets plunging us into the dark ages!
Commenter contrasts Trudeau as a 'true leader' against US political figures using moral language ('sane' vs corrupt), appealing to ethical leadership standards.
@franklinpugh4432
Mar 4, 2025
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
I am so sorry of all of this happening ? this is going to make life harder for many of us wherever we may reside
I am so sorry of all of this happening ? this is going to make life harder for many of us wherever we may reside
Expresses concern about hardship and negative consequences while appealing to empathy and fairness.
@Marysol8514
Mar 4, 2025
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
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
Prime minister we know our leader(not) could care less about the citizens ofUS .it was all about staying out of jail period. We know if it comes out of his mouth it’s a lie. I …
Prime minister we know our leader(not) could care less about the citizens ofUS .it was all about staying out of jail period. We know if it comes out of his mouth it’s a lie. I apologize to your country. Would you like to annex California just asking only for four years.
American commenter expressing moral criticism of their own leader while offering apology and solidarity to Canada, with comparative framing about US governance.
@ChristineForster-m4m
Mar 4, 2025
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
Questions Trump supporters' judgment by pointing out the negative consequences of his presidency, appealing to fairness and accountability.
@NatTurnergrandsonChrisdorner
Mar 4, 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
It’s useless to try to reason with a loser, and he is the biggest loser, I believe that trump is on a revenge mission because he knows he is the laughing stock in the world …
It’s useless to try to reason with a loser, and he is the biggest loser, I believe that trump is on a revenge mission because he knows he is the laughing stock in the world and this is his revenge on the world. He knows he has lost every single election and deep down he is angry. We all know that he is not a legitimate president and he knows it too.
Condemns Trump's character and motivations (revenge, anger) while making unverified claims about election legitimacy and psychological state.
@normabrien8331
Mar 4, 2025
At one side a stateman and at the other side a serial pathological narcissistic
At one side a stateman and at the other side a serial pathological narcissistic
Compares two political figures using moral/character judgments (narcissism), framing one as ethically superior.
@juancarlosv5136
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
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)