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
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , …
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , and trump politics serve his big egos for the next 4 years, and he never stood up for peace ,he's a big bully, I hope the rest of the world can work together to show trump Canada, Europe and the rest of the world can thrive without America. Well said, priminister Trudo.
Appeals to ethics and peace, criticizes Trump's character and bullying, while expressing hope for international cooperation and solidarity.
@yohannesketema6907
Mar 4, 2025
This really breaks my heart! ?
This really breaks my heart! ?
Emotional expression of sadness/disappointment about the situation, appealing to ethical concern.
Moral Argument
0.70
@germaineengland3607
Mar 4, 2025
The lesson is to never place all your eggs in one basket. Trust, but never trust completely. Because even your best friend can turn on you.
The lesson is to never place all your eggs in one basket. Trust, but never trust completely. Because even your best friend can turn on you.
Offers a philosophical/ethical lesson about trust and betrayal as commentary on geopolitical relationships.
Moral Argument
0.70
@user-Aa310
Mar 4, 2025
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. …
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. \n\nHe serms reasonable to me. Id stand behind Trudeau before i stood with trump. \n\nFDJT
Makes ethical judgments about Trump's character and expresses support for Trudeau based on reasonableness and moral grounds.
@Only-me-baby-fe2ji
Mar 4, 2025
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for …
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for the first time. I don’t live in the US but in Canada at the moment, not Canadian either, but I’m very objective in my perception about these occurrences. I hope America makes peace with Canada so strengthen both sides, hmmm.
Presents personal perspective on trade conflict, appeals to ethics of alliance-building and mutual benefit, while positioning self as objective observer.
@Expensive-op6pn
Mar 4, 2025
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
Critiques continued racial categorization as ethically problematic in contemporary society.
Moral Argument
0.70
vpvpsilly2927
Feb 17, 2026
I'm starting to like trudeau now, he's doing a good job
I'm starting to like trudeau now, he's doing a good job
Personal opinion endorsing Trudeau's performance, framed as positive judgment of leadership quality.
Moral Argument
0.70
@Ejoel07
Mar 4, 2025
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Hostile dismissal framed as a moral judgment, telling someone to leave and benefit the world.
Moral Argument
0.70
@4nobject
Mar 4, 2025
Trump is so reckless.
Trump is so reckless.
Makes a value judgment about Trump's behavior as reckless, appealing to standards of responsible conduct.
Moral Argument
0.70
@cuticlecuddlester
Mar 4, 2025
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Makes a moral judgment about Trump and his supporters, suggesting they are beyond help or reason.
Moral Argument
0.70
@ZamirHasko
Mar 4, 2025
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
Argues that detained travelers bear responsibility for their own detention, invoking a moral principle of personal accountability.
Moral Argument
0.70
krism1815
Dec 8, 2025
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
Critiques religious/cultural claims by pointing out the contradiction between stated Hindu principles and the caste system, appealing to fairness and accuracy.
sonilsahota7020
Dec 6, 2025
Their country, their rules.
Their country, their rules.
Appeals to national sovereignty and the principle that countries have the right to set their own rules.
thisispissingmeoffzz
Dec 8, 2025
Trump is a dictator
Trump is a dictator
Makes a moral judgment characterizing Trump as a dictator based on ethical principles.
Moral Argument
0.70
YOIVictorNikiforov2026
Dec 11, 2025
Rape is against are culture do ur research sir before u get to saying anything. And white people hold highest arrest percentage for rape and sexual assault in the U.S.
Rape is against are culture do ur research sir before u get to saying anything. And white people hold highest arrest percentage for rape and sexual assault in the U.S.
A defensive moral argument about cultural values regarding sexual assault, combined with a comparative statistical claim that may be misleading.
atmsavohow5833
Jan 29, 2026
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
Praises immigrant work ethic while making a problematic generalization about religion, mixing solidarity with potential misinformation.
Pookytroll
Jan 27, 2026
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Defends immigrants against racist characterizations while making unverified claims about criminal behavior.
Ryan_kc
Jan 27, 2026
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
Condemns racist statements as morally wrong while citing a false IQ claim, mixing ethical critique with misinformation.
floyarde7653
Jan 27, 2026
It’s their countries right, the question for yourselves is worth the extra steps. Is worth being caged up at the whim of 1 person.
It’s their countries right, the question for yourselves is worth the extra steps. Is worth being caged up at the whim of 1 person.
Appeals to fairness and individual autonomy while critiquing the concentration of power in border enforcement decisions.
investined
Dec 10, 2025
A national disgrace
A national disgrace
Makes a sweeping moral judgment about immigration policy as shameful without detailed argumentation.
dcross6360
Jan 19, 2026
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)