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
trump is our Nero, burning down our country.
trump is our Nero, burning down our country.
Uses historical metaphor (Nero) to make a moral judgment about Trump's destructive leadership.
@pitviper7924
Mar 4, 2025
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not …
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not at fault for anything that has happened in Ukraine. The debacle that went on in the Oval office on February 28th was not only disgusting, but it proved to me that the president is not willing to be a peaceful friend to anyone on a personal or global level. Today's tariffs only cements that proof. The framework is in place to make a strong case to ban USA from the Olympics and current future international sports events. I realize this would impact many good people, but a country hell bent on hating those fighting so hard for their freedom has no place on any playing field right now.
Commenter makes ethical arguments about international responsibility and proposes Olympic sanctions as consequence for perceived moral failures and geopolitical hostility.
@JB1982-o8s
Mar 4, 2025
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
Makes ethical appeals about Trump's character and fitness for office while expressing alarm about generational damage, framed as moral condemnation.
@kingofbuckhannon
Mar 4, 2025
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I …
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I do genuinely pity you.
Condemns the current administration on moral grounds, invoking justice and consequences for wrongdoing.
@capodo
Mar 4, 2025
Trump has no clue WTF he is doing. Just an idiot!
Trump has no clue WTF he is doing. Just an idiot!
Brief dismissive statement criticizing Trump's competence and judgment as a moral/character assessment.
Moral Argument
0.78
@nyahf
Mar 4, 2025
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop …
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop doing this shit if we dont come to your country you guys are done look how many universities and colleges are being closed you guys are so stupid you wanna become us use our stuff but hate indians you guys need to learn the history or did guys skip the class go and search how many indian ceo's are out there of many big companies
Defends Indian immigrants against stereotyping and discrimination while making arguments about economic contribution and fairness.
MahiChauhan-x9c
Mar 3, 2026
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
Acknowledges Trudeau's rhetorical skill while contrasting him favorably to Trump on ethical/leadership grounds.
@alexalvarez1021
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
Mar 4, 2025
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
Critiques a political leader's character and trustworthiness as a moral failing, with undertones of danger/threat.
@duke2912
Mar 4, 2025
Speaking as an American. A REAL American who stands by our Constitution and the laws of our land and not with a TRAITOR. We do NOT want this. I have always been clueless to how …
Speaking as an American. A REAL American who stands by our Constitution and the laws of our land and not with a TRAITOR. We do NOT want this. I have always been clueless to how Americans can hear what this traitor says and support it. It reminds me of the movie Shalow Hal. The woman was fat and unattractive but the guy saw this slim beautiful model. This is American right now. We have this Fat Traitor and some Americans see this STRONG Man who is going to make their lives wonderful by hurting all the black and brown people. Right out of the gate he’s telling them all he’s here to hurt and harm every American, but will still hurt and harm black and brown people the most. Many of them will be removed from earth in the largest earth removal since the mid 1930’s. This will end badly for him and all who supports him. The sad result will be the total destruction of our country and if you listened to him. He kept telling you that.
Appeals to constitutional values and warns of moral danger from Trump's policies, particularly targeting vulnerable populations, framed as ethical opposition.
@madboyreadynow28
Mar 4, 2025
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Argues refugees should stay and fight for their own countries based on fairness and personal responsibility principles, with nationalist undertones.
joemalone3249
Dec 25, 2025
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Makes a value judgment about leadership qualities and character ('real leader' vs 'bully'), appealing to standards of conduct.
@joychalkley6289
Mar 4, 2025
I wish trump had some class like this man does
I wish trump had some class like this man does
Expresses admiration for Trudeau's conduct by appealing to character and class as moral virtues.
@pammyras
Mar 4, 2025
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. …
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. But God had other plans. He cannot be mocked. We all reap what we sow.
Religious moral argument framing current events as divine judgment and lesson about trust in God.
Moral Argument
0.78
@lastdayspreppingministry
Mar 4, 2025
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Commenter expresses moral discomfort with perceived racism and appeals to fairness across racial groups.
Warmaster13thcrusade
Jan 27, 2026
I fail to understand why it is our concern to house the third world?
I fail to understand why it is our concern to house the third world?
The comment questions Canada's moral obligation to help 'the third world,' framing immigration as a matter of national responsibility and concern.
TravisTouchdown-o2z
Jan 27, 2026
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Critiques another commenter's statement as uneducated, appealing to fairness and reasoned discourse.
OriginauxHaircare
Feb 25, 2026
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
Uses logical argument about hypocrisy to appeal to fairness and justice regarding immigration restrictions, with humorous tone.
vixguy
Jan 29, 2026
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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)