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
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
Makes unsubstantiated claims about Trump's criminal/sexual history while framing as moral critique of American racism.
@Towman-TL
Mar 4, 2025
This President is medically (mentally speaking) UNFIT for Office !!
This President is medically (mentally speaking) UNFIT for Office !!
Makes a value judgment about fitness for office based on perceived mental/medical unfitness, appealing to standards of competence and responsibility.
Moral Argument
0.70
@Engagenumberone
Mar 4, 2025
Trump damages the world and make more enemies
Trump damages the world and make more enemies
Expresses concern about Trump's global impact and enemy-making, framed as moral criticism.
@MadenSoeun2024
Mar 4, 2025
I think everyone wants Trump out of politics
I think everyone wants Trump out of politics
Expresses a value judgment about Trump's fitness for office based on implicit ethical grounds, though stated minimally.
Moral Argument
0.70
@carlospina-qz3pq
Mar 4, 2025
Now, thats a leader ?
Now, thats a leader ?
The comment questions whether the prime minister qualifies as a leader, making an implicit moral or competency judgment about leadership qualities.
Moral Argument
0.70
@luiscarvalho396
Mar 4, 2025
Fuck US. Aligned with Russia. wtf happened to that nation.
Fuck US. Aligned with Russia. wtf happened to that nation.
Expresses moral disapproval of US alignment with Russia, comparing the nation's current state to an implied better past.
@ThisandThat___
Mar 4, 2025
A real leader
A real leader
Brief praise for leadership qualities, appealing to virtue and character.
Moral Argument
0.70
@91-y4g
Mar 4, 2025
It is treasonous
It is treasonous
Single-word moral condemnation of Trudeau's actions as treasonous, invoking ethical/legal principles.
Moral Argument
0.70
@IdoKnowIdk
Mar 4, 2025
North America is a continent of utter insanity being built on genocide land. They are all suffering because of what their ancestors did. God is punishing them, let them eat their fruits
North America is a continent of utter insanity being built on genocide land. They are all suffering because of what their ancestors did. God is punishing them, let them eat their fruits
Comment frames North American suffering as moral consequence/punishment for historical wrongs, blending ethical judgment with apocalyptic framing.
@silentcougarxx6972
Mar 5, 2025
Canadians are living to die in our country.
Canadians are living to die in our country.
Expresses moral concern about fairness to Canadians, implying immigrants are receiving preferential treatment.
shannonpettigrew7743
Aug 25, 2025
All i no this bunch silly ness donald trump calls. Self. A chtistsn well i no a born agsin christsn dont like all this back bitting all this drama donald trump need leave canidaians alobe …
All i no this bunch silly ness donald trump calls. Self. A chtistsn well i no a born agsin christsn dont like all this back bitting all this drama donald trump need leave canidaians alobe donald peaple voted on now. Seeing big muss take new from lalast time he jusy likes diss strucking donald trump had. Stop bullying peaple big bully dog and h
Expresses moral disapproval of Trump's behavior as bullying and unchristian, calling for him to stop and leave Canadians alone.
@VioletFriesen-v8y
Mar 5, 2025
I find it really confusing that any American thinks that dumping Canada as your friend and buddying up to Putin is a good thing.
I find it really confusing that any American thinks that dumping Canada as your friend and buddying up to Putin is a good thing.
Questions the logic and ethics of abandoning allies for authoritarian regimes, framing it as a moral/strategic failure.
@soobz
Mar 5, 2025
All because people don’t want to be called racist .
All because people don’t want to be called racist .
Suggests that political correctness and fear of racism accusations drive immigration policy, framing it as a moral/ethical failure.
Thegrassman284
Feb 24, 2026
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
Trump will self destruct just a matter of time
Trump will self destruct just a matter of time
Prediction that Trump will fail or collapse, implying moral judgment about his fitness and character.
Moral Argument
0.70
@NeverQuit87
Mar 4, 2025
With friends like that who needs enemies
With friends like that who needs enemies
Cryptic comment suggesting betrayal or contradiction in alliances, implying ethical concerns about relationships and trust.
Moral Argument
0.70
@JenaveevJones
Mar 5, 2025
If you weren't such a douchebag, he wouldn't be doing it...
If you weren't such a douchebag, he wouldn't be doing it...
Accusatory moral judgment blaming the recipient for Trump's actions, though context is unclear.
Moral Argument
0.70
@corywilson6182
Mar 4, 2025
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
Appeals to fairness and historical justice by countering perceived racism with a comparative moral argument about Western destructiveness.
donavan4387
Feb 5, 2026
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
They’ve voted for this moron so they deserve everything that comes to them
They’ve voted for this moron so they deserve everything that comes to them
Judgmental statement about voters deserving consequences, framing as moral accountability for electoral choice.
@puddinhehe859
Mar 5, 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)