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
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
West invaded India in past and looted so much wealth, now it's our turn
West invaded India in past and looted so much wealth, now it's our turn
Invokes historical Western colonialism and wealth extraction to justify current immigration as reciprocal justice.
GitaGyan-u6g
Jan 28, 2026
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Comment challenges a perceived double standard by pointing out that crime exists across communities, making an argument about fairness and representation.
madi7740
Jan 28, 2026
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Appeals to religious/cultural principles (Guru's teachings) to critique behavior, framing it as a moral/ethical issue within Sikh identity.
SaintSoldiersofCentralFlorida
Jan 28, 2026
greatest country on earth? that's questionable!!!!
greatest country on earth? that's questionable!!!!
Questions Canada's claim to being the greatest country, implicitly critiquing national identity and values.
arjunpardva
Jan 28, 2026
Don the Convicted Psychopath is following his boss, Putin’s orders.
Don the Convicted Psychopath is following his boss, Putin’s orders.
Makes a character attack on Trump as a 'psychopath' following Putin's orders; combines moral condemnation with unsubstantiated claims.
@wendycanuck1019
Mar 4, 2025
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Criticizes Trump's strategy of keeping people desperate for control, comparing him to Kim Jong Un; combines moral critique with fear-based framing.
@tammysharp65
Mar 4, 2025
This man is full of bs…
This man is full of bs…
Brief dismissive statement characterizing someone as dishonest, a moral judgment without specific claims.
Moral Argument
0.70
@KITCATNOS
Mar 4, 2025
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
Disagrees with Trudeau's characterization of Trump's intelligence, making a value judgment about Trump's cognitive capacity.
Moral Argument
0.70
@trinad8360
Mar 4, 2025
suicidal empathy
suicidal empathy
Cryptic phrase criticizing excessive empathy as self-destructive, making an implicit moral judgment about compassion.
Moral Argument
0.70
prodpraxis
Jan 28, 2026
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Defends Islam and religious tolerance using fairness arguments, while also making identity-based critiques of other groups.
ilhem7532
Feb 26, 2026
This is pure evil
This is pure evil
Moral condemnation using strong language, though the specific target is unclear without context.
ranfan1820
Jan 28, 2026
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668
Mar 4, 2025
Ma nish ma \nClass warfare \n?
Ma nish ma \nClass warfare \n?
Frames political conflict as a moral issue of class warfare, comparing ideological positions across contexts.
@PatrickBeowolf-jt4nq
Mar 4, 2025
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Appeals to duty and alliance responsibility ('be an ally like we need'), praising Trudeau for stepping up to meet obligations.
@Brian-Sky
Mar 4, 2025
Trump needs a therapist. He's out of his mind.
Trump needs a therapist. He's out of his mind.
Makes a character judgment about Trump's mental state, implying moral/psychological unfitness for office.
Moral Argument
0.70
@jamescwolf
Mar 4, 2025
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. …
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. The majority of Americans revel in their ignorance & malevolence while callings themselves Christians.
Critiques American leadership and society through moral/ethical lens, condemning ignorance and hypocrisy while invoking religious values.
@oligarchy-usa
Mar 4, 2025
the first time this man has been straight with canadians
the first time this man has been straight with canadians
Praises a leader for being honest/truthful with citizens, implying moral virtue in transparency.
Moral Argument
0.70
@xXlegitx46Xx
Mar 4, 2025
Trump suck egg
Trump suck egg
Brief expression of disapproval using crude language, functioning as a moral judgment without substantive argument.
Moral Argument
0.70
@Tekkjr12330
Mar 4, 2025
يخرب ابو ععنصريه
يخرب ابو ععنصريه
Arabic text expressing condemnation of racism/discrimination, appealing to ethical principles against bigotry.
Moral Argument
0.70
bisha-_-3865
Jan 29, 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)