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 wish this was not happening
I wish this was not happening
Expression of regret about the situation, implying ethical disapproval of what is happening.
Moral Argument
0.80
@Cenlalowell
Mar 4, 2025
Normal people have more in common than most believe. American, russian, european, chinese... We really dont give a s*** about politics, as long as we can feed our children and be happy with each other. …
Normal people have more in common than most believe. American, russian, european, chinese... We really dont give a s*** about politics, as long as we can feed our children and be happy with each other. The thing that is tearing us apart is disinformation, elite greed and forcefed religions and ideologies. Mark my words....
Appeals to shared humanity and common values across nations, critiquing divisive forces as the real problem.
@jage6126
Mar 4, 2025
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will …
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will all suffer for it.
Expresses shame about US government and Trump's election, framing it as morally wrong and dangerous to allies.
@marci5439
Mar 4, 2025
For the life of me I cannot grasp the fact that Trump support is still hovering around 50%. Allies of the US must understand that Trump is just a reflection of the rot within US …
For the life of me I cannot grasp the fact that Trump support is still hovering around 50%. Allies of the US must understand that Trump is just a reflection of the rot within US society that was there and will be there with or without Trump
Critiques Trump as a symptom of deeper US societal problems, appealing to allies' moral judgment.
@AndrewRemy-b3v
Mar 4, 2025
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who …
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who should be seeking proper medical treatment in a special medical facility, not ranting and raving in the Oval Office. Call it treason, corruption, greed, weakness, mental instability, cognitive decline, bullying, aggression, spitefulness, vengeance - the only person who should be considering resigning is the out-of-his-depth overpromising & under deliverer convicted sexual felon in the Oval Office who is p!ssing into the tent not out of it, with regards to your old allies.
Appeals to dignity, respect, and ethical principles while praising Canada's stance and condemning another leader's behavior as immoral and unfit.
@KarlPhillips-s7l
Mar 4, 2025
The part that you people don't understand not to be rude. Donald has a mental illness. He's hurting his own USA people and he wants to be a DICTATOR! He wants to take the medical …
The part that you people don't understand not to be rude. Donald has a mental illness. He's hurting his own USA people and he wants to be a DICTATOR! He wants to take the medical and food away from disabled. Poor people who does that. Only a mentally ill dictator. I could go on forever. I support Canada 100% and I'm very sorry but it's not going to change anything.
Appeals to ethics and human rights concerns about Trump's policies while expressing support for Canada's position.
@planetsavers5909
Mar 4, 2025
Let's be very clear. Dictator cheeto and his Maga goons have done this, not the American people. We want this to stop, but we are helpless.
Let's be very clear. Dictator cheeto and his Maga goons have done this, not the American people. We want this to stop, but we are helpless.
Distinguishes between political leadership and citizens, appealing to fairness and expressing moral opposition to harmful actions while showing solidarity with Americans who oppose the policy.
@abc123-t7o
Mar 4, 2025
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America …
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America will be finished soon
Appeals to ethics and justice while calling on other countries to follow Canada's example against Trump administration.
@sifisodube-e2w
Mar 4, 2025
The side effect of pushing people and countries away is that they learn to live without you.
The side effect of pushing people and countries away is that they learn to live without you.
Offers a cautionary moral principle about consequences of alienating allies, framed as wisdom about international relationships.
@WanderlusttheWorld
Mar 4, 2025
Why are we so blind to see that the ones we hurt are you and me
Why are we so blind to see that the ones we hurt are you and me
Appeals to shared humanity and mutual harm, making an ethical argument against conflict and division.
Moral Argument
0.80
@Lenus-j9j
Mar 4, 2025
None of this makes sense. Both countries and their hard-working people are going to suffer on both sides. Great leaders don't try to cripple allies that have supported them throughout history.
None of this makes sense. Both countries and their hard-working people are going to suffer on both sides. Great leaders don't try to cripple allies that have supported them throughout history.
Appeals to principles of alliance loyalty and mutual benefit, criticizing leadership for harming allied nations.
@thecastingdeck8148
Mar 4, 2025
???????? here,If there’s one thing I learned in university as a political science graduate, and I did take a US government course was part of my degree. I thought that there were so many checks …
???????? here,If there’s one thing I learned in university as a political science graduate, and I did take a US government course was part of my degree. I thought that there were so many checks and balances on the president of the United States, but seeing his actions, I am very confused at how he is not being questioned for his mental stability and his actual ability to lead your country I mean to what degree is the definition of treason not applied I don’t understand how the president of the United States can now align himself with Russia and destroy allegiances with friends and allies This is not seen as treason?\nTo my American readers… just remember the United States knows no better friend than Canada….. so does any of this make sense? How is it that we are the enemy now and your president wants to support Russia is he a Russian operative? How are you not removing this guy from power where are all these checks and balances that you always bragged about through my entire life ?
Extended critique questioning Trump's fitness to lead and alignment with Russia, framed as constitutional/ethical concerns with rhetorical questions.
@jonmurphy2941
Mar 4, 2025
Justin Trudeau is correct citizens this is what the Trump administration has brought upon the US citizens their disgraceful to America and to the American citizens that represent this great nation and Trump and Vance …
Justin Trudeau is correct citizens this is what the Trump administration has brought upon the US citizens their disgraceful to America and to the American citizens that represent this great nation and Trump and Vance have turned it around to hurt the people in the United States
Defends Trudeau's position using moral language about harm to citizens, comparing Canada favorably to the US under Trump.
@cathyhill2901
Mar 4, 2025
This madness, from a president who chooses to side with a murderous dictator in Russia and create division with his closest friend, a friend of generations.
This madness, from a president who chooses to side with a murderous dictator in Russia and create division with his closest friend, a friend of generations.
Appeals to ethical principles regarding leadership choices and international relations, criticizing alignment with authoritarian regimes.
@tweezyt1417
Mar 4, 2025
The Trump-Putin partnership is truly remarkable... What a disgrace!
The Trump-Putin partnership is truly remarkable... What a disgrace!
Expresses ethical disapproval of Trump-Putin partnership, framing it as a disgrace to values.
@efrainangarita1695
Mar 4, 2025
Why would you screw up your friend for your own benefit. I can't understand it
Why would you screw up your friend for your own benefit. I can't understand it
Appeals to fairness and friendship ethics, questioning why one would harm a friend for personal gain.
Moral Argument
0.80
@ruszan5916
Mar 4, 2025
Shame on you usa.
Shame on you usa.
Brief moral condemnation of the USA's actions, implicitly comparing U.S. and Canadian conduct.
@NDHIZK1
Mar 4, 2025
Spitting in our Allies faces and embracing our enemies. Shameful
Spitting in our Allies faces and embracing our enemies. Shameful
Expresses moral disapproval of foreign policy decisions framed as betrayal of allies.
@rydia5395
Mar 4, 2025
Donald Trump is an utter moron who is really doing this to show off his “power”.\n\nTrump is a “very smart guy”? Why dignify this ridiculous power trip?
Donald Trump is an utter moron who is really doing this to show off his “power”.\n\nTrump is a “very smart guy”? Why dignify this ridiculous power trip?
Criticizes Trump's actions as morally wrong (abuse of power) while questioning his intelligence and legitimacy.
@JKerr-iy2jr
Mar 4, 2025
No, Trump is NOT smart. He is a complete moron. He literally said he “thinks” the other countries pay the tariffs. And unfortunately half of our citizens are also morons for electing that scum.
No, Trump is NOT smart. He is a complete moron. He literally said he “thinks” the other countries pay the tariffs. And unfortunately half of our citizens are also morons for electing that scum.
Strong ethical condemnation of Trump and voters, framed as moral judgment rather than policy analysis.
@bartonfink11
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)