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
When someone says the world is overpopulated, they should think of those "people "
When someone says the world is overpopulated, they should think of those "people "
Uses sarcastic framing to challenge overpopulation rhetoric by questioning who counts as 'people,' invoking fairness.
MWDz
Jan 27, 2026
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Appeals to past events (COVID) as moral justification for dismissing others' input, with dismissive tone.
@ronnedj
Mar 4, 2025
Traitor tRUMP doesn’t know what sticking to one’s word means!
Traitor tRUMP doesn’t know what sticking to one’s word means!
Accusation of betrayal ('Traitor') appeals to ethical principles of keeping one's word, with sarcastic tone.
@Dream.big.dreams
Mar 4, 2025
At least they are working and not just live in the country on welfare
At least they are working and not just live in the country on welfare
Defends immigrants on ethical grounds by contrasting their work ethic with welfare dependency stereotypes.
Moral Argument
0.70
eszterperjesi1273
Jan 27, 2026
THAT SEEMS PAINFUL....however PIERRE TRUDEAU exhibits class and grace responding....wonder if it really harms americans...UNDERMIINE WORK TOGETHER...strange...
THAT SEEMS PAINFUL....however PIERRE TRUDEAU exhibits class and grace responding....wonder if it really harms americans...UNDERMIINE WORK TOGETHER...strange...
Praises PM's dignified response and appeals to cooperation and fairness as moral principles.
@edrisemarisaturner3543
Mar 4, 2025
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Psychologically characterizes Trump's behavior as attention-seeking and reckless, with concern about damage to alliances and international relations.
@butvang
Mar 4, 2025
Donald Trump is NOT sane, somebody please admit it, period.
Donald Trump is NOT sane, somebody please admit it, period.
Makes a moral judgment about Trump's sanity and appeals for acknowledgment, positioning this as an ethical issue.
@fabianomasterbianco
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
That cop was a degenerate
That cop was a degenerate
Makes a moral judgment about a police officer's character/conduct, though brief and context-dependent.
Moral Argument
0.70
AWFUDGER
Jan 27, 2026
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
Expresses moral judgment about Trump's character and fitness for office, though primarily emotional rather than substantive.
Moral Argument
0.70
@willschultz5452
Mar 4, 2025
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
Every action has a reaction.
Every action has a reaction.
Abstract statement about cause-and-effect and consequences, implying a moral principle about accountability for actions.
Moral Argument
0.70
@mohammadsaba4037
Mar 4, 2025
It's crazy how you people can put up with all this jargon every day politicians lawyers TV news like a bunch of ants fighting over bread I'm so proud of myself for getting rid of …
It's crazy how you people can put up with all this jargon every day politicians lawyers TV news like a bunch of ants fighting over bread I'm so proud of myself for getting rid of my TV in 1992 and not being part of the matrix I laughed my Sicilian balls off as a pray my rosary for all you people that just don't get it Turn your TVs off for one month hide your smart phone free yourselves like a bunch of ants running around instead of a shoebox after a piece of bread money hungry I can go on forever and ever etc. etc. love one another like Jesus loves us it's not about money Ben Franklin is not the Lord Jesus Christ of Nazareth is . Remember the poor we're suffering not like a fake Rich you should've voted Michael Jackson as president you people are all crazy it's all greed every country every president all greed every politician greed money money money money money money money money money greed
Rambling critique of media, politics, and materialism with personal narrative elements, primarily advancing ethical arguments about greed and spiritual values.
@zenfitnutrition8908
Mar 4, 2025
Major corporations, farmers, truck drivers and supply chain ppl who voted trump and celebrated. Enjoy I hope you learn what republicans think about you.
Major corporations, farmers, truck drivers and supply chain ppl who voted trump and celebrated. Enjoy I hope you learn what republicans think about you.
Appeals to ironic justice/consequences for Trump voters, suggesting they will suffer from their own political choice.
@jhova6542
Mar 4, 2025
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH …
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH .
Critiques Trump's policies as benefiting the wealthy while harming others, combining moral judgment with economic concern.
@kathyhathaway8823
Mar 4, 2025
What a creepy man
What a creepy man
Brief character judgment describing Trump as 'creepy,' a moral/ethical assessment without elaboration.
Moral Argument
0.70
@anthonydunne295
Mar 4, 2025
Save Indian Muslims
Save Indian Muslims
Brief appeal to protect a religious/ethnic group, framed as a moral imperative.
Masternaldo
Feb 7, 2026
The ? ? is like a toddler. A very overweight and spoiled toddler. The more you give him, the more he wants.
The ? ? is like a toddler. A very overweight and spoiled toddler. The more you give him, the more he wants.
Criticizes Trump's character and behavior using moral language (spoiled, greedy), though expressed through insult rather than reasoned argument.
Moral Argument
0.70
@ericcharbonneau7842
Mar 4, 2025
Well that's what America voted for ?.
Well that's what America voted for ?.
Implies moral accountability by suggesting Americans bear responsibility for their electoral choice.
Moral Argument
0.70
@hudsond110
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
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)