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
this is time when American nation have to show the World they won't stay with Trump's dumbest economic and external politic
this is time when American nation have to show the World they won't stay with Trump's dumbest economic and external politic
Appeals to the US to demonstrate moral leadership by rejecting Trump's policies, framing it as a matter of principle.
@zbruch66
Mar 4, 2025
Christian destroy every where like small tribes and captured land
Christian destroy every where like small tribes and captured land
Makes a broad moral/historical claim about Christian colonialism and land dispossession.
LalendramahtoLalendramahto1234
Feb 16, 2026
American Christians praying for our government. If God is with us WHO can be against?
American Christians praying for our government. If God is with us WHO can be against?
Invokes religious and moral authority to frame government support as ethically justified, blending faith-based moral reasoning with identity.
@shalomlibrosyregalos8811
Mar 4, 2025
US Americans didn't want this to happen. Our GOVERMENT is totally lost the meaning of God ! May God help us all!
US Americans didn't want this to happen. Our GOVERMENT is totally lost the meaning of God ! May God help us all!
Appeals to religious/moral principles claiming government has lost moral direction, with identity assertion about American values.
@JoannHruby
Mar 4, 2025
Autocracy in Democracy
Autocracy in Democracy
Brief assertion that autocratic tendencies are incompatible with democracy, appealing to democratic principles.
Moral Argument
0.68
@Billsignature
Mar 4, 2025
Trump is a nuts
Trump is a nuts
Brief dismissive characterization of Trump using informal language suggesting irrationality or unfitness.
Moral Argument
0.68
@yuanchen2927
Mar 4, 2025
KGB Agent Donald Trump is DUMB.
KGB Agent Donald Trump is DUMB.
Makes a derogatory characterization of Trump as a KGB agent and incompetent, framing him as a threat to American values.
Moral Argument
0.68
@radharadhakrishnan7060
Mar 4, 2025
So refreshing to hear someone articulate and competent for once!
So refreshing to hear someone articulate and competent for once!
Praises someone for being articulate and competent, implying these are positive moral/professional qualities worth celebrating.
Moral Argument
0.68
@ClaireSamuelsVA
Mar 4, 2025
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the …
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the past and it's still happening today but buddy looks like he'd be good friends with epstein😮
Challenges stereotyping by pointing out historical wrongs committed by Western societies, appealing to fairness and hypocrisy in moral judgment.
42tube12
Feb 12, 2026
It's just great when you aren't running for any election again.
It's just great when you aren't running for any election again.
Makes an implicit ethical point about political freedom and accountability when not facing re-election constraints.
Moral Argument
0.68
@FutureCommentary1
Mar 4, 2025
Diversity isn't always a good thing...
Diversity isn't always a good thing...
Makes a value judgment about diversity as an ethical or social principle without elaboration.
Moral Argument
0.68
redcanoe9810
Sep 29, 2025
Yes only a dumb person would do this.he turn is back on Canada because he thinks he can buy friend from Russia
Yes only a dumb person would do this.he turn is back on Canada because he thinks he can buy friend from Russia
Criticizes a political figure's judgment and motives using moral language about foolishness and betrayal.
@GeraldineDawkins-g7e
Mar 5, 2025
No me I hate dump
No me I hate dump
Brief expression of moral disapproval toward a political figure using colloquial language.
Moral Argument
0.68
@lynnmiller4953
Mar 4, 2025
When war started, white people were allowed on trains and buses and cars, but not black people. Yeah, reap what you sowed Justin T racists as
When war started, white people were allowed on trains and buses and cars, but not black people. Yeah, reap what you sowed Justin T racists as
Invokes historical racial injustice to critique current leadership, framing it as moral consequence.
@mariavanwyk3863
Mar 4, 2025
Canada and the American People don't deserve this...
Canada and the American People don't deserve this...
Expresses disapproval and suggests injustice toward Canada and Americans, though vague in specifics; combines moral concern with implied threat.
@CeliniaGava
Mar 4, 2025
This makes me extremely sad!
This makes me extremely sad!
Expresses emotional distress about a situation, implying moral disapproval without specifying the target.
Moral Argument
0.65
@windeaglemartin1800
Mar 4, 2025
God going to be with Canada
God going to be with Canada
Brief invocation of religious/spiritual support framed as moral encouragement for Canada.
Moral Argument
0.65
@germaniapena5774
Mar 4, 2025
Gotta go through hell before you get to heaven. ?? ?? ??
Gotta go through hell before you get to heaven. ?? ?? ??
Uses metaphorical language suggesting hardship is necessary for positive outcomes, appealing to perseverance and moral resilience.
Moral Argument
0.65
@thatsweetmetaldude
Mar 4, 2025
Trump is puting canada a knife in the back
Trump is puting canada a knife in the back
Characterizes Trump's trade actions as betrayal (moral violation) with metaphorical language suggesting threat.
@marten3051
Mar 4, 2025
satanyahoo another lying, thief murderous dictator, partners also
satanyahoo another lying, thief murderous dictator, partners also
Makes unsubstantiated accusations of criminality and corruption while employing moral condemnation language.
@cessealbeach
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)