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
Search & Filter
Moral Argument
2,863 comments
Canada asked for it
Canada asked for it
Implies Canada bears responsibility for immigration problems through a moral judgment about causation.
Moral Argument
0.75
JeejaBaiPillay-h9k
Sep 29, 2025
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
The comment appeals to American citizens on ethical grounds, arguing their government has betrayed them through poor leadership decisions.
@eljover2012
Mar 4, 2025
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Criticizes Trump's harm to America and allies while raising concerns about his relationship with Putin.
@charlespadilla1027
Mar 4, 2025
It’s hard to hear the truth from someone who’s not ruining your country
It’s hard to hear the truth from someone who’s not ruining your country
Appeals to ethical judgment ('truth') while implying the speaker's country is being 'ruined,' framing a moral contrast.
@MrAxes777
Mar 4, 2025
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
Critiques propaganda and manipulation while warning against idolizing authoritarian leaders, blending ethical concerns with threat perception.
@kisselmx
Mar 4, 2025
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Moral critique of Americans' voting choice, characterizing Trump as arrogant and self-centered as an ethical judgment.
Moral Argument
0.75
@jundaria9309
Mar 4, 2025
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
Moral critique of Canada's historical support for US military actions, framing current tensions as karmic consequence.
@EmilioCastro-yi4vx
Mar 4, 2025
It is USA changing alliances from democratic friends to autocratic China, Russia and North Korea for the sake of money.
It is USA changing alliances from democratic friends to autocratic China, Russia and North Korea for the sake of money.
Ethical critique of US abandoning democratic allies for autocratic regimes, framed as a moral failing driven by financial greed.
@BheLacanilao
Mar 4, 2025
Trump doesn't care. Trump is riding his high horse thinking he's a god. Being elected president just fuels his ego. He's only concerned with asserting his power, not protecting the welfare of the people.
Trump doesn't care. Trump is riding his high horse thinking he's a god. Being elected president just fuels his ego. He's only concerned with asserting his power, not protecting the welfare of the people.
Makes ethical critique of Trump's character and motivations, arguing he prioritizes ego over public welfare.
Moral Argument
0.75
@MindfulNaked
Mar 4, 2025
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for …
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for our country as do you guys have to do. Better days are coming us all things will get rough for a while. Loll to your leader to do his part for your country. He needs to get creative business wise instead of putting blame. Why is your leader looking to fight he should be thinking about how to solve problems and create business. I love Canadians We will get through this. Bucket up thing will get rough for all of us we all have to make changes. We believe in Donald Trunp and the many men and woman that have stepped up to change this country. May God be with us all may we get thought rough times may these wars come to and end.
Commenter appeals to shared values (love for Canadians, belief in change, faith), criticizes Trudeau's approach as blame-focused rather than solution-oriented, and frames necessary hardship as morally justified.
@andrewpipitone1572
Mar 4, 2025
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him …
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him in office are going to regret it
Criticizes Trump's self-interest and betrayal of campaign promises using moral language about hypocrisy and broken commitments.
@trishajones1608
Mar 4, 2025
Us two friends fighting? Is exactly what opponents around the world want to see. Well said. Thank you.
Us two friends fighting? Is exactly what opponents around the world want to see. Well said. Thank you.
Appeals to shared interests and unity between nations, arguing against divisive conflict that benefits external opponents.
@CassandraHoang
Mar 4, 2025
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Appeals to Canadian kindness and fairness while criticizing perceived exploitation, framed as a moral issue.
@MultiDoer
Mar 4, 2025
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Moral critique of Trump's intentions toward working classes, framed as unfair wealth concentration.
@TheRoxinatoR
Mar 4, 2025
He insult American People??????
He insult American People??????
Expresses moral disapproval of Trump insulting the American people, framing it as an ethical violation.
Moral Argument
0.75
@Rahul.boss0007
Mar 4, 2025
IS THIS GUY STUPID? YOU HAVE TO BE CIVIL WITH EVERYONE..... CANT TRY AND STOP A WAR BY BEING HOSTILE. \n\nTHATS WHY CANADIANS ARE STUPID
IS THIS GUY STUPID? YOU HAVE TO BE CIVIL WITH EVERYONE..... CANT TRY AND STOP A WAR BY BEING HOSTILE. \n\nTHATS WHY CANADIANS ARE STUPID
Makes ethical argument about civility being necessary for conflict resolution, then generalizes negatively about Canadian identity.
@bdubbed6300
Mar 4, 2025
It makes sense because the us is murderous traders. Duhhhh
It makes sense because the us is murderous traders. Duhhhh
Makes a moral condemnation of the US as 'murderous traders,' appealing to ethical principles about national conduct.
Moral Argument
0.75
@nomadbarka7407
Mar 4, 2025
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested …
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested in molesting little kids because he has shit on Americans and service members while not knowing a thing about running a country, a guy that's stolen military secrets and has raped women, little kids, and his magat followers. Iran will save usa from TrumPedophile
Commenter makes sweeping moral accusations against Trump (criminal behavior, sexual abuse) and expresses fear about his leadership.
@3120DownForce
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
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Frames immigration issues through family values and personal responsibility, advocating for stricter enforcement as a moral solution.
kitt7477
Oct 3, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)