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
Friend do not cheat got be fair
Friend do not cheat got be fair
Appeals to fairness and ethical conduct in an ambiguous context.
Moral Argument
0.70
@alfonsoorozco2189
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
A third party has put a curse on the liars all of them playing with peoples lives big man trump should have his fortune expropriated ...wont even come close to the loss of thecountry .....the …
A third party has put a curse on the liars all of them playing with peoples lives big man trump should have his fortune expropriated ...wont even come close to the loss of thecountry .....the ununited states
Appeals to justice and fairness regarding political leaders' accountability while expressing concern about national damage.
@alexp8157
Mar 4, 2025
If It's Not Racism To not turn To Turn to India , So Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees …
If It's Not Racism To not turn To Turn to India ,
So
Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees Budget
Argues about what constitutes racism and fairness, claiming immigrants criticizing Canada while benefiting from it is hypocritical.
hemlatapatel3734
Feb 8, 2026
Donald Trump is dumbest president ever
Donald Trump is dumbest president ever
Makes a value judgment criticizing Trump's competence and fitness for office as a moral/leadership failure.
Moral Argument
0.70
@knahshal
Mar 4, 2025
Good luck American, MAGA don't care what their GOD is doing
Good luck American, MAGA don't care what their GOD is doing
Critique of Trump/MAGA movement's indifference to Canadian concerns, implying moral judgment about political priorities.
@Kingleonidasofgreece
Mar 4, 2025
Watch your words hes avoiding a war
Watch your words hes avoiding a war
Appeals to restraint and peace-keeping as a moral principle, suggesting caution in language to avoid conflict.
Moral Argument
0.70
@stephenmosher7242
Mar 4, 2025
This is just sickening no words ?
This is just sickening no words ?
Expresses moral disapproval ('sickening') of something in the video, though the specific target is unclear.
Moral Argument
0.70
@patriciasmith9157
Mar 4, 2025
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Comment makes moral judgments about Trump and American voters' intelligence and decision-making, framed as ethical critique.
@agueybana111
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
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
Canada has the right to defend its self!
Canada has the right to defend its self!
Appeals to the principle of national self-defense as a justification for Canada's position.
Moral Argument
0.70
@vaughnpratt
Mar 4, 2025
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Critiques Trump's wealth and perceived indifference to working-class Americans on ethical grounds.
Moral Argument
0.70
@gretaherron9471
Mar 4, 2025
always remember: Living with white people is not human right.
always remember: Living with white people is not human right.
Statement asserting a moral principle about human rights and living conditions, with implicit critique of racial/ethnic segregation.
FreeMan4096
Jan 27, 2026
Hes right trump is licking putins crack so hard, make it make sense.
Hes right trump is licking putins crack so hard, make it make sense.
Uses crude sarcasm to critique a political leader's foreign policy alignment, combining humor with an implicit moral judgment about inappropriate allegiance.
@smokeyyoung9670
Mar 4, 2025
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
Biblical quote implying moral consequences ('reap what you sow'), suggesting ethical judgment about policy outcomes.
Moral Argument
0.70
@heiferTV
Mar 4, 2025
Oh my God he's an idiot.
Oh my God he's an idiot.
Brief character attack calling Trump an idiot, expressing moral disapproval of his intelligence or competence.
Moral Argument
0.70
@jeffstone7037
Mar 4, 2025
Trump is always in search of loyalty for him, but he is not loyal to anyone... Well, with Russia, yes.
Trump is always in search of loyalty for him, but he is not loyal to anyone... Well, with Russia, yes.
Critiques Trump's character (disloyalty) with an unsubstantiated insinuation about Russia, blending moral judgment with conspiracy framing.
@LuisFas-ke4tm
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
YOU DON'T SPEAK FOR US! TRAITOR!
YOU DON'T SPEAK FOR US! TRAITOR!
Criticizes a political figure for lying and appeals to rational thinking as a moral standard, with implicit call to reject the figure's actions.
@burnshorts6175
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)