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
I would like to say this, Canada we do understand. I thank GOD I seen the evil in Trump and his buddies. It's call spiritual discernment. You people that believe in Christ, you better put …
I would like to say this, Canada we do understand. I thank GOD I seen the evil in Trump and his buddies. It's call spiritual discernment. You people that believe in Christ, you better put your trust in the good LORD.
Appeal to religious and ethical principles to justify opposition to a political figure.
@bettyparker3914
Mar 4, 2025
This is how a president must conduct him or herself will said sir??????
This is how a president must conduct him or herself will said sir??????
Normative statement about how leaders should conduct themselves based on ethical standards.
Moral Argument
0.80
@kirkporter5769
Mar 4, 2025
America is not in a golden era more of a orange/ brownish shit stain era sorry Canada Trump is out for Trump America or any other country be damned .Trump speaks for the american government …
America is not in a golden era more of a orange/ brownish shit stain era sorry Canada Trump is out for Trump America or any other country be damned .Trump speaks for the american government but not the American people he has little regard for
Argues that Trump acts in self-interest rather than for America or other nations, appealing to principles of fair governance.
@paulwilhite7109
Mar 4, 2025
A pathetic, useless little dude who screwed up his country in just a few years.
A pathetic, useless little dude who screwed up his country in just a few years.
Dismissive moral judgment of a political figure ('pathetic', 'useless') who allegedly damaged their country.
@FightTheFair
Mar 4, 2025
Where was Trudeau when water and food was stopped on Palestinians? USA SUPPONSERED Genocide in Gaza.
Where was Trudeau when water and food was stopped on Palestinians? USA SUPPONSERED Genocide in Gaza.
Appeals to ethical principles regarding humanitarian crisis, criticizing government inaction on moral grounds related to Palestinian suffering.
@KH-mj9jh
Mar 4, 2025
This is an apology to Canadians and the rest of the world for the complete ignorance of Donald Trump. Wish I could explain how such a fool got voted into our highest office but I …
This is an apology to Canadians and the rest of the world for the complete ignorance of Donald Trump. Wish I could explain how such a fool got voted into our highest office but I can't.
Expresses moral disapproval of Trump's election and appeals to shared values of reasonableness, with secondary identity framing (us vs. him).
@345kobi
Mar 4, 2025
Trump has been an utter disaster for the US. Every action he takes are irrational, such that I doubt if he is even sane. All Republicans who voted him in must now wonder what they …
Trump has been an utter disaster for the US. Every action he takes are irrational, such that I doubt if he is even sane. All Republicans who voted him in must now wonder what they were thinking.
Comment questions Trump's sanity and judgment as a moral/fitness critique, with implicit criticism of Republican voters' decision-making.
@IslamicOrigins
Mar 4, 2025
I can feel how Indigenous people felt back in days when white immigrants were arrived into Canada. Hope white Canadian now feel that feeling. Don’t hate it’s just a circle ⭕️ it happened, happening and …
I can feel how Indigenous people felt back in days when white immigrants were arrived into Canada. Hope white Canadian now feel that feeling. Don’t hate it’s just a circle ⭕️ it happened, happening and will happen again. So everyone just chill and enjoy life 😊
Appeals to historical justice and fairness by drawing parallel between Indigenous displacement and current immigration, framed as moral reciprocity.
itstyaalde96
Feb 28, 2026
Everyone who voted for Trump is truly a nobrain and should never get kids.
Everyone who voted for Trump is truly a nobrain and should never get kids.
Commenter makes a harsh moral judgment about Trump voters, questioning their intelligence and fitness as parents.
@ArariFerrari
Mar 4, 2025
Jesus Christ trump is speaking for all of us who know this is absolute madness fuk I hate him
Jesus Christ trump is speaking for all of us who know this is absolute madness fuk I hate him
Characterizes Trump's actions as morally wrong ('madness') and expresses strong disapproval based on ethical grounds.
Moral Argument
0.80
@ivegonehollow9364
Mar 4, 2025
Trump needs to go .. he's going to literally destroy everything the USA has accomplished.. not to mention the disgusting ideology he has of dictatorship . wake up fellow Americans.
Trump needs to go .. he's going to literally destroy everything the USA has accomplished.. not to mention the disgusting ideology he has of dictatorship . wake up fellow Americans.
Criticizes Trump's ideology as dictatorial and morally wrong, with an implicit call for Americans to recognize this.
@tekstyle1679
Mar 4, 2025
Ohh CNN shows Trudeau that have the courage to contradict Trump while CNN anchors themselves are too spinless to give ONE opinion about the blatant lies he tells and even insinuate Zelensky should be to …
Ohh CNN shows Trudeau that have the courage to contradict Trump while CNN anchors themselves are too spinless to give ONE opinion about the blatant lies he tells and even insinuate Zelensky should be to blame.\nKudos to Trudeau, shame on CNN.
Praises Trudeau's moral courage while critiquing CNN's media conduct, mixing moral argument with meta-commentary.
@agranero6
Mar 4, 2025
God help the Americans. You all will NEED it. Trump trying to play a country like a company is shameful. Countries are countries. Not this bullshit. Canada will stand hell or high water.
God help the Americans. You all will NEED it. Trump trying to play a country like a company is shameful. Countries are countries. Not this bullshit. Canada will stand hell or high water.
Appeals to ethical principles about how countries should be governed, with assertion of Canadian national resolve.
@kh1046
Mar 4, 2025
White people first invaded and killed Millions of natives ... Now their fertility rates decreasing and require cheap labour ..now these bastards crying about invasion..when their own gov requirea
White people first invaded and killed Millions of natives ... Now their fertility rates decreasing and require cheap labour ..now these bastards crying about invasion..when their own gov requirea
Appeals to historical injustice against Indigenous peoples to counter arguments about immigration, using moral framing of hypocrisy.
Disciplineiskey-sk9ey
Jan 29, 2026
This is about Traitorous Trump trying to do as Putin tells him too. Im tired of this Traitorous behavior.
This is about Traitorous Trump trying to do as Putin tells him too. Im tired of this Traitorous behavior.
Appeals to ethics by labeling behavior as treasonous and expressing moral exhaustion with perceived disloyalty.
@MelodyMcclendon
Mar 4, 2025
As an American citizen, I am ashamed of the actions of our President.
As an American citizen, I am ashamed of the actions of our President.
Expresses shame and moral disapproval of presidential actions while asserting American identity and values.
@alkaret7138
Mar 4, 2025
Dumb is as dumb does. If it looks like a skunk, and it smells like a skunk..... it's a skunk. Congratulations Trump. You won't have to worry about being remembered for your legacy. You will …
Dumb is as dumb does. If it looks like a skunk, and it smells like a skunk..... it's a skunk. Congratulations Trump. You won't have to worry about being remembered for your legacy. You will be the poster boy for why on'e vote does count and what happens if one puts 'dumb' into a position of power.
Uses moral language ('dumb,' 'poster boy for why') to critique Trump's fitness for office and warn about consequences of poor voting choices.
@alexanderalexander7404
Mar 4, 2025
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working …
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working for Russia to try to dismantle America.
Strong moral condemnation of Trump as abhorrent, with conspiracy theory about Russian collusion; primarily ethical judgment.
@HereIsmarcus
Mar 4, 2025
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Frames Trump as a traitor to allied nations, appealing to principles of loyalty and international solidarity.
@megemart0828
Mar 4, 2025
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Appeals to hypocrisy and inconsistency in American policy positions on drug vs. gun deaths.
@KramerEspinoza
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)