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
Trump is not a smart man. In fact, he is one of the dumbest humans to walk the earth. Facts matter.
Trump is not a smart man. In fact, he is one of the dumbest humans to walk the earth. Facts matter.
Asserts Trump's intellectual inadequacy as a factual/moral judgment, appealing to standards of competence and truth.
Moral Argument
0.72
@jameswray2000
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
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
Jan 20, 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
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
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
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
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
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
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
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
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
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
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
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
This is how a leader sounds
This is how a leader sounds
Implicit appeal to leadership qualities and standards of what constitutes proper leadership conduct.
Moral Argument
0.72
@jorgwarmuth5922
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
The dummies in this country need to feel it, before they will believe it. So this will be a tough lesson for us americans.
The dummies in this country need to feel it, before they will believe it. So this will be a tough lesson for us americans.
Suggests Americans need to experience hardship to learn a lesson, blending moral/educational framing with implicit threat of negative consequences.
@bronzecomics
Mar 4, 2025
Nobody engadges in more extortion then the government, it's the government's main racket.
Nobody engadges in more extortion then the government, it's the government's main racket.
Makes an ethical claim that government engages in systemic extortion as its primary function.
Moral Argument
0.72
@Jeffveldhuizen-l2q
Feb 19, 2026
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
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)