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
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching …
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching the news, get to Washington....
Criticizes political leadership on moral/competence grounds and urges Americans to take action ('get to Washington'), combining ethical appeal with mobilization.
@donohirst
Mar 4, 2025
Why is Trump doing this to our closest ally? It’s sad
Why is Trump doing this to our closest ally? It’s sad
Expresses ethical concern about harm to an ally, framed as a moral judgment about Trump's actions.
@raenaj4749
Mar 4, 2025
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
Frames immigration as exploitation and subjugation driven by business greed and government complicity, appealing to justice concerns while critiquing policy.
wadeanthony8538
Aug 25, 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
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus …
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus he's crazy and sadistic and evil, and he suffers from dementia. The cult of Trump is a death cult.
Extended moral condemnation of Trump using terms like 'evil,' 'sadistic,' and 'death cult,' framed as character judgment rather than policy analysis.
@AustinCartwright-t1p
Mar 4, 2025
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist …
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist half.
Makes moral judgments about Trump and his supporters while attempting to distance 'good Americans' from fascism and bigotry.
@SandiTerps
Mar 4, 2025
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
Critiques Trump's character and expresses concern about his supporters, framed as a moral/ideological concern about political direction.
@gaw9419
Mar 4, 2025
First of all,stop calling stchumph president, is a terrorist.
First of all,stop calling stchumph president, is a terrorist.
Makes a moral condemnation of Trump using extreme language (terrorist) to delegitimize him.
@user-cy7hh9yy5k
Mar 4, 2025
I don’t like Justin but good on him .
I don’t like Justin but good on him .
Expresses qualified approval of a political figure's action despite personal dislike, suggesting an ethical judgment that the action is right regardless of the actor.
Moral Argument
0.75
@sureyyaekinci4630
Mar 5, 2025
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
Praises presidential behavior as exemplifying moral virtue ('CLASS ACT'), though lacks specific policy detail.
Moral Argument
0.75
@mrwatdahell2871
Mar 4, 2025
Trump is not worth looking at. Evil Man
Trump is not worth looking at. Evil Man
Moral judgment characterizing Trump as evil, combining appearance criticism with ethical condemnation.
Moral Argument
0.75
@maryellendevoe3011
Mar 4, 2025
At least these immigrants are not killing you like White people did.
At least these immigrants are not killing you like White people did.
Makes a comparative moral argument defending immigrants by contrasting them with historical harm caused by another group.
hawashayetrn5175
Oct 3, 2025
Shame on Trump and his puppets!!!
Shame on Trump and his puppets!!!
Expresses moral condemnation of Trump and associates for perceived wrongdoing or betrayal.
Moral Argument
0.75
@MichelleMcFetridge
Mar 4, 2025
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT.
HYPOCRACY AT IT'S PEAK
Accuses Canadians of hypocrisy for accepting Indian money while harboring prejudice, framing it as an ethical contradiction.
harshwardhankb2hn
Oct 4, 2025
I never voted for that dangerous man but feel ashamed as an American for this betrayal against our nicest and closest allies. The Canadians must be very proud of their great, smart and brave leader, …
I never voted for that dangerous man but feel ashamed as an American for this betrayal against our nicest and closest allies. The Canadians must be very proud of their great, smart and brave leader, Mr Trudeau
Appeals to ethics and fairness regarding betrayal of allies while expressing shame and support for Canadian leadership.
@sccoimbra6547
Mar 4, 2025
Canadian PM Justin is the best honest PM as a human being
Canadian PM Justin is the best honest PM as a human being
Praises Canadian PM's character and integrity as moral exemplar.
@chenmaria8390
Mar 4, 2025
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall …
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall in line that’s why we have peace, treaties, and peace talks, and the UN so they can see how the United States are willing partner that’s gonna help and do the right thing They look at us for that now we have a president doesn’t care and he wants to make sure everybody thinks that we think like that no, we don’t think like that please get it together before the most high come down and get it together for you if you don’t know what you’re doing because he trusted you with usthe American people?
Appeals to ethical principles of cooperation, fairness, and moral leadership while criticizing current leadership.
@WendyArnold-s9t
Mar 4, 2025
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO …
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO THE LOWEST PVT. & SEAMEN IN OUR MILITARY & A BACK STABBING S.O B. TO NOT ONLY AMERICAN TAX PAYERS; BUT TO EVERY LONG TERM ALLIE WHO SHARED MUTUAL RESPECT, HONOR & TREASURED SECURITY TO ALL OUR PEOPLES OVER THE DECADES!
Passionate condemnation of political figures using moral language (traitor, scum, dishonor) framed as defense of national values and military integrity.
@richardpaglialunga2131
Mar 4, 2025
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting …
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting for Orange boy the stuff being implemented would only affect people of color. Check Your hearts America God is Aware of who is whom & Judgement it at the Door??
Appeals to moral and religious principles regarding racism and justice, with identity-based framing about American values.
@LeihuaBarry-jj4mg
Mar 4, 2025
Don’t blame them eye for an eye
Don’t blame them eye for an eye
Invokes the principle of reciprocal justice ('eye for an eye') as a moral justification.
Moral Argument
0.75
@gilbertgomez1229
Mar 4, 2025
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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)