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 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
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
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
She's just the latest distraction. Money for nothing and her cheques for free.
She's just the latest distraction. Money for nothing and her cheques for free.
Dismissive critique framing an individual as undeserving of government support, combining moral judgment with identity-based framing.
stewarttower3380
Feb 27, 2026
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
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
The comment appeals to fairness and hypocrisy, arguing that accusations of racism are applied selectively while actual racism is tolerated.
markotambasco1979
Feb 27, 2026
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
Trudeau never once mentioned how popular he is or how those before him were clueless or how disrespectful others are, he never mentioned that other countries have been taking Canada for a ride. This is …
Trudeau never once mentioned how popular he is or how those before him were clueless or how disrespectful others are, he never mentioned that other countries have been taking Canada for a ride. This is the art of the deal.
Praises Trudeau's diplomatic restraint and ethical approach ('art of the deal') in contrast to self-aggrandizing rhetoric.
@jacobite1017
Mar 4, 2025
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority because of a non-existent family value. 90% come from divorced parents or parents who never married. They also are barely interested in taking the responsibility of having children. A generation that turned away from God and wonder why they are getting extinct! It is also pathetic to see a lot of new immigrants not wanting to keep the city clean and carry on some of the good practices of the people who lived here before.
Complex comment mixing moral arguments about responsibility and values with identity-based demographic concerns and economic justifications for immigration.
giraffemamu
Sep 29, 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
Apparently, there are about 8.5 billion human beings on our little planet ~ can you imagine how much better it could be today without two from that number (Trump and his buddy Putin) ..?
Apparently, there are about 8.5 billion human beings on our little planet ~ can you imagine how much better it could be today without two from that number (Trump and his buddy Putin) ..?
Uses dark humor to critique two political figures as harmful to humanity, grounded in ethical judgment about their impact.
@PleasantvilleLad
Mar 4, 2025
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Accuses a political figure of betrayal and treason, framing it as a moral failing rather than policy disagreement.
@angiepapa1769
Mar 4, 2025
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Invokes historical injustice (colonization of Indigenous peoples) to critique current immigration policy as morally inconsistent.
rahuldhiman3859
Feb 27, 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
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
Good work Canadian up the old American mad man he to old for job he don’t know what to do
Good work Canadian up the old American mad man he to old for job he don’t know what to do
Commenter criticizes a political figure's competence and judgment on moral/ethical grounds, with unclear grammar suggesting strong emotional disapproval.
@gordontran5212
Mar 4, 2025
y'all voted for this.
y'all voted for this.
Assigns responsibility and blame to voters for current situation, implying moral accountability for political choices.
Moral Argument
0.72
@AnnieHunt-wm1ej
Mar 4, 2025
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Appeals to ethical principles (caring about the world, opposing dictators) while implicitly urging support for trade policies aligned with these values.
@67smilerify
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
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
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)