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
Hey buddy don't spread false heartful narrative against specific country for some views and cheap and quick publicity don't be racist
Hey buddy don't spread false heartful narrative against specific country for some views and cheap and quick publicity don't be racist
Appeals to ethical principles against racism and false narratives, urging the creator to stop spreading divisive content.
satvik_008
Jan 27, 2026
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Defends Indian immigrants by appealing to fairness and historical precedent, questioning the commenter's right to object.
ishmeetbhullar2653
Mar 3, 2026
In Trump's mental world, there are no such things as 'friends' and 'allies'. The are only competitors.
In Trump's mental world, there are no such things as 'friends' and 'allies'. The are only competitors.
Characterizes Trump's worldview as lacking ethical concepts of friendship and alliance, implying moral failing.
@thenowak9053
Mar 4, 2025
One of the best speeches I've heard in a very long time and the facts are eye opening and all should be worried as there will be no winner and Canada will never be the …
One of the best speeches I've heard in a very long time and the facts are eye opening and all should be worried as there will be no winner and Canada will never be the 51st State. ❤❤❤.
Appeals to shared concern about national sovereignty and existential threat, framing the issue as a moral imperative for worry.
@ABfromWindsor
Mar 4, 2025
As a person who did not (!!!) vote for Mr. Trump, I am heartbroken to see our two countries in a trade war. My sympathies are for the American and Canadian families who will be …
As a person who did not (!!!) vote for Mr. Trump, I am heartbroken to see our two countries in a trade war. My sympathies are for the American and Canadian families who will be sharply affected by this madness.
Appeals to ethics and fairness ('heartbroken,' 'madness') regarding trade war impacts on families, with personal positioning as a non-Trump voter.
@berg220-t5o
Mar 4, 2025
Whites invaded countries, destroyed them looted trillions of dollars -> Upliftment, Amen. Others coming as immigrants -> Invasion 🤡
Whites invaded countries, destroyed them looted trillions of dollars -> Upliftment, Amen.
Others coming as immigrants -> Invasion 🤡
Uses ironic comparison of historical colonialism to modern immigration to critique double standards in moral judgment.
AvanishT20
Feb 6, 2026
Trudeau lied to kiss the ring, he knows Trump is a stupid man, degraded further by his own demented mind.
Trudeau lied to kiss the ring, he knows Trump is a stupid man, degraded further by his own demented mind.
Criticizes Trudeau's character and judgment, framing his actions as morally compromised appeasement.
@Andriastravels
Mar 4, 2025
Dictator Donald is ruining the United Sates. Lord help us.
Dictator Donald is ruining the United Sates. Lord help us.
Characterizes Trump as a dictator causing harm, appealing to moral judgment about his leadership.
@JeepGirl45
Mar 4, 2025
casual racism and tyler laughing at it is crazy
casual racism and tyler laughing at it is crazy
Calls out racism as ethically problematic and criticizes the video creator's response to it.
Menace3108
Feb 5, 2026
Very well articulated. Trump and Co should be embarrassed
Very well articulated. Trump and Co should be embarrassed
Appeals to shame and ethical judgment regarding political figures' conduct.
Moral Argument
0.80
@RiChArD_86
Mar 4, 2025
Good, decent, intelligent Americans ABHOR OUR CURRENT PRESIDENT. This is a dictatorship. I stand with Canada, Ukraine, and our EU allies 100%. These crazy people have taken over and they are DEMOLISHING America.
Good, decent, intelligent Americans ABHOR OUR CURRENT PRESIDENT. This is a dictatorship. I stand with Canada, Ukraine, and our EU allies 100%. These crazy people have taken over and they are DEMOLISHING America.
Appeals to democratic values and characterizes current government as dictatorship while expressing solidarity with Canada and allied nations.
@Beep1122POP
Mar 4, 2025
Les immigrés doivent accepter un emploi salarié (souvent mal rémunéré), tandis que les locaux peuvent créer leur propre entreprise et ont d'autres options. Et les locaux continuent de se plaindre. Est-ce juste ?
Les immigrés doivent accepter un emploi salarié (souvent mal rémunéré), tandis que les locaux peuvent créer leur propre entreprise et ont d'autres options. Et les locaux continuent de se plaindre. Est-ce juste ?
Questions fairness of employment restrictions on immigrants versus opportunities for locals, appealing to justice.
dmitrykarpenko2271
Feb 14, 2026
This is positive leadership, whereas Trump's is lacking in sanity and sensitivity. Trump is dumb, blind and deaf to the rest of the world but all ears, all eyes and all praise to Putin.
This is positive leadership, whereas Trump's is lacking in sanity and sensitivity. Trump is dumb, blind and deaf to the rest of the world but all ears, all eyes and all praise to Putin.
Contrasts Trudeau's leadership positively against Trump's, appealing to values of sanity, sensitivity, and international awareness as moral criteria.
@velaithansukumaran4883
Mar 4, 2025
Please ?? pray for Canada and the United States because we’re in this mess together because of this wannabe dictator !
Please ?? pray for Canada and the United States because we’re in this mess together because of this wannabe dictator !
Calls for prayer and frames the situation as a moral crisis caused by authoritarian leadership.
@BlanchardDay
Mar 4, 2025
The greater treason the felon rapist did to Ukraine
The greater treason the felon rapist did to Ukraine
Frames US actions toward Ukraine as a moral betrayal ('treason') using charged language.
Moral Argument
0.80
@Zeberg4
Mar 4, 2025
We do not want this! It only causes harm to the American people.\nWake up American!
We do not want this! It only causes harm to the American people.\nWake up American!
Appeal to harm prevention and moral awakening, urging Americans to recognize and resist perceived negative policy impacts.
@Sofiafoodies
Mar 4, 2025
It just doesn’t make sense that he immediately attacked our Allies. Canada ? so many of us are devastated.
It just doesn’t make sense that he immediately attacked our Allies. Canada ? so many of us are devastated.
Appeals to fairness and alliance principles, expressing moral concern about attacking allies and emotional devastation.
@kathybriggs1299
Mar 4, 2025
Stay honest and true in every way you can. Character really is destiny. I love my country but we are under siege by our own government, a group of sycophantic grifters who do not possess …
Stay honest and true in every way you can. Character really is destiny. I love my country but we are under siege by our own government, a group of sycophantic grifters who do not possess the wisdom, experience nor the disciplined intelligence to fulfill the duties their positions require. I stand with Canada and admire Mr. Trudeau for being willing to call out Donald Trump and address us Americans directly. Yes, we will all pay for this stupidity—except of course the MAGA elite.
Appeals to character, wisdom, and ethical duty while criticizing government competence and praising Trudeau's moral stance against Trump.
@taylorlewis4925
Mar 4, 2025
This will be the natural course of things going forward. Regardless of which political party is in power, you have Satan at the controls. Look at the corruption and social and economic disasters created by …
This will be the natural course of things going forward. Regardless of which political party is in power, you have Satan at the controls. Look at the corruption and social and economic disasters created by the previous government. Now you have someone in power who is going to go to extremes in the opposite direction. Why has it come to this? We are here because we regected God and made money and materialism our God that we worship and bow down to. A sick government is an indication of a sick society. The roots of Western culture is founded on Love and fear of God. That is grossly eroding away. Is there hope for a better future; a better life? Yes. Repent of your sins and put your faith in Jesus Christ who died on the cross and rose again on the third day. For by the Grace of God who sent his only begotten son to shed his blood for you, your sins are forgiven if you repent and believe in Jesus Christ as your Lord and Savior. Only faith and righteous living will pull us back from the brink of destruction. ❤
Appeals to religious and moral principles, arguing that societal corruption stems from rejection of God and materialism, with a call for spiritual redemption.
Moral Argument
0.80
@carmanconrad8684
Mar 4, 2025
That’s a guy with nothing but integrity and facts on his side. Agreed with everything … except Trump being a smart guy.
That’s a guy with nothing but integrity and facts on his side. Agreed with everything … except Trump being a smart guy.
Praises someone for having 'integrity and facts,' making a moral judgment about character while critiquing Trump's intelligence.
@tb20million
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)