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
Look- fentanyl is a problem but it’s not the biggest problem in the world. This fixation on drugs and illegal immigrates is wrong. We should be focused on peace and saving our planet. Top down. …
Look- fentanyl is a problem but it’s not the biggest problem in the world. This fixation on drugs and illegal immigrates is wrong. We should be focused on peace and saving our planet. Top down. Trickle down humanitarianism . Money is the problem. Money and greed.
Appeals to humanitarian values and ethics, arguing that focus should be on peace and planetary welfare rather than immigration enforcement.
@pamelamiller3480
Mar 4, 2025
Get that convicted felon out of the office! The American people are in trouble. Yes, Canada will hurt. Big difference is, their leaders are going to support them. WHY did people do this to our …
Get that convicted felon out of the office! The American people are in trouble. Yes, Canada will hurt. Big difference is, their leaders are going to support them. WHY did people do this to our country. Racism and Sexism is costly
Appeals to justice and fairness by invoking racism and sexism as costly problems while implicitly calling for political change.
@trodgers20091
Mar 4, 2025
Another president pointing out how the US leader lies\n\nOh my God, save us
Another president pointing out how the US leader lies\n\nOh my God, save us
Appeals to ethical judgment by criticizing a leader for dishonesty and calling for divine intervention.
Moral Argument
0.80
@Desertecho1989
Mar 4, 2025
There's an adult in the room here, but a narsitic child in the Whitehouse.
There's an adult in the room here, but a narsitic child in the Whitehouse.
Contrasts mature leadership with narcissistic behavior, making an ethical judgment about presidential character.
@deeser
Mar 4, 2025
‘O, it is excellent to have a giant's strength; but it is tyrannous to use it like a giant.’ Shakespeare Measure For Measure
‘O, it is excellent to have a giant's strength; but it is tyrannous to use it like a giant.’ Shakespeare Measure For Measure
Shakespeare quote used to invoke ethical principle about misuse of power, implying moral critique.
Moral Argument
0.80
@Morzo-777
Mar 4, 2025
It would be the US that is the bully that started the trade war\n\n\nI’m embarrassed
It would be the US that is the bully that started the trade war\n\n\nI’m embarrassed
Expresses moral judgment that the US is the aggressor in trade conflict, with personal embarrassment indicating ethical concern about national conduct.
@Desertecho1989
Mar 4, 2025
Trump doesn’t care about his , only cares about his Billionaires,God will surely punish him.
Trump doesn’t care about his , only cares about his Billionaires,God will surely punish him.
Appeals to moral judgment and divine justice regarding Trump's alleged prioritization of billionaires over broader interests.
@reginaKarim-v4t
Mar 4, 2025
Convicted felon trump is a traitor to our country and the rest of our democracies. He's mentally deranged.
Convicted felon trump is a traitor to our country and the rest of our democracies. He's mentally deranged.
Commenter makes moral accusations about Trump's character and fitness, framing him as a threat to democracy.
@rogermassey7036
Mar 4, 2025
Trump that’s what a statesman sounds like, not an ignorant ,childish bully! You’re a disgrace!
Trump that’s what a statesman sounds like, not an ignorant ,childish bully! You’re a disgrace!
Commenter contrasts Trudeau as a statesman with Trump as a bully, appealing to ethical standards of leadership conduct.
@LesleyBramley-g5f
Mar 4, 2025
The President of the United States of America is a TRAITOR. ??
The President of the United States of America is a TRAITOR. ??
Makes a strong moral accusation of betrayal against the US President using charged language.
Moral Argument
0.80
@PabloCastillo-k7s
Mar 4, 2025
Each nation has the right to pursue each ones economy to flourish.. and love thy neighbour as thyself
Each nation has the right to pursue each ones economy to flourish.. and love thy neighbour as thyself
Invokes ethical principles (national sovereignty, neighborly love) to justify economic self-determination.
@pervinsurti2186
Mar 4, 2025
Trump-et administration supporting, autocracy, plutocracy, oligarchy do you think he cares about the poor/ the life of Americans?(in your dreams) its all about money He cares more about money,money ,money He is more of a …
Trump-et administration supporting, autocracy, plutocracy, oligarchy do you think he cares about the poor/ the life of Americans?(in your dreams) its all about money He cares more about money,money ,money He is more of a businessman capitalist/ neocolonialism rather than a diplomat, a politician/stateman.\nPoorer getting poorer \nRicher getting richer
Critiques Trump's character and priorities through moral and ethical appeals regarding wealth inequality and lack of care for the poor.
@emceeemcee1728
Mar 4, 2025
The orange clown is a traitor.
The orange clown is a traitor.
Makes a moral judgment ('traitor') about a political figure, framed as a values-based critique of disloyalty.
@DetectiveMoejohowitz
Mar 4, 2025
Reality is that citizens of both countries need to foster our friendships through this period of bad public policy. It's predicated on creating conflict to separate people rather than support them in working together.
Reality is that citizens of both countries need to foster our friendships through this period of bad public policy. It's predicated on creating conflict to separate people rather than support them in working together.
Appeals to values of friendship and cooperation while critiquing policy as divisive and conflict-creating.
@mountdore
Mar 4, 2025
As the dumpster inflicts damage this leader inspires justice, humanity and belief in kind souls ☀️?✌️????
As the dumpster inflicts damage this leader inspires justice, humanity and belief in kind souls ☀️?✌️????
Appeals to ethical values (justice, humanity, kindness) while implicitly contrasting with another leader's approach.
@librapainter7174
Mar 4, 2025
We feel so betrayed by America. We are the closest allies in the world. We have the most prosperous relationship the world has EVER seen in history. This is bewildering. We are all stunned in …
We feel so betrayed by America. We are the closest allies in the world. We have the most prosperous relationship the world has EVER seen in history. This is bewildering. We are all stunned in Canada.
Appeals to betrayal and fairness based on historical alliance, framing Canada-US relations as a moral issue.
@Alley00Cat
Mar 4, 2025
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Moral condemnation of Trump's leadership and alleged corruption, with comparative framing to other leaders.
@FeelingZendo
Mar 4, 2025
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Appeals to ethical principles about friendship and neighborly relations, with a call to vote in midterm elections.
@fanofbooks9
Mar 4, 2025
With friends like us (the U.S.) who needs enemies... :(
With friends like us (the U.S.) who needs enemies... :(
Uses ironic moral critique to suggest the U.S. is behaving like an enemy rather than a friend to Canada.
@TheHuzbub
Mar 4, 2025
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
Points out perceived hypocrisy and unfairness in how the US expects others to solve its domestic problems.
@sportysp
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)