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
Canada and all its people I'm truly sorry we have such a moron felon ? as prez
Canada and all its people I'm truly sorry we have such a moron felon ? as prez
Expresses moral disapproval of the U.S. president's character and actions while asserting Canadian identity.
@Louis-we6lh
Mar 4, 2025
Tit for tat policy of Canada is a sign of courage.
Tit for tat policy of Canada is a sign of courage.
Frames Canada's policy response as morally courageous and principled.
Moral Argument
0.80
@nandkumarvagarya3143
Mar 4, 2025
I can see a few Americans here happy that Canada will be a 51 state. This is not a way to approach a friend to take over his house. There were other ways to do …
I can see a few Americans here happy that Canada will be a 51 state. This is not a way to approach a friend to take over his house. There were other ways to do it long before and I assure you there were, maybe, doable but force is not one of them. You seed hate you get hate. What a mess.
Appeals to ethical principles about friendship, sovereignty, and non-violence while critiquing forced annexation as morally wrong.
@JS-lh5pz
Mar 4, 2025
I find this speech has caused me to re-evaluate Justine Trudeau - he has become the statesman we always hoped he could be and he stated clearly Canada will retaliate for this incomprehensible attack on …
I find this speech has caused me to re-evaluate Justine Trudeau - he has become the statesman we always hoped he could be and he stated clearly Canada will retaliate for this incomprehensible attack on the greatest trading partner the US has.
Praises Trudeau as a statesman defending Canada's values and trading relationships, framing leadership as a moral/ethical quality.
@nrich5127
Mar 4, 2025
As American, I am against these tariffs against our allies
As American, I am against these tariffs against our allies
American commenter expresses ethical opposition to tariffs against allied nations, appealing to principles of fair treatment between allies.
@hotelworker812
Mar 4, 2025
Trump need to grow the f up we don't need a 15years old boy to run america we want an adults???
Trump need to grow the f up we don't need a 15years old boy to run america we want an adults???
Appeals to maturity and fitness for leadership as a moral/ethical standard while implicitly contrasting 'we' (adults) against Trump.
@randomman9629
Mar 4, 2025
It’s about time someone stood up against this obnoxious bully
It’s about time someone stood up against this obnoxious bully
Appeals to ethical principle that standing up against bullying behavior is justified and timely.
@GregEvans-t5k
Mar 4, 2025
Let’s face it Trump is a megalomaniac.. he wants to be part of a triumpherate of authoritarian dictators who carve up the world into 3 power regions…. He has conned billionaires into backing him, because …
Let’s face it Trump is a megalomaniac.. he wants to be part of a triumpherate of authoritarian dictators who carve up the world into 3 power regions…. He has conned billionaires into backing him, because they are by and large, interested in the same things he is, money and power. The freedom loving world needs to unite and depose Trump immediately!
Appeals to freedom and justice as moral principles while calling for international action against Trump.
@craigpaterson4463
Mar 4, 2025
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Criticizes the video creator and comment section for promoting hate and making inflammatory comparisons, appealing to fairness and ethics.
SonderBuddha
Jan 27, 2026
4:08 that's beyond disrespectful and racist and how much a ppl can have hate towards anybody disgusting 🤢
4:08 that's beyond disrespectful and racist and how much a ppl can have hate towards anybody disgusting 🤢
Appeals to ethics and fairness by condemning disrespectful and racist behavior shown in the video.
zahanurhussainvlogs3808
Jan 29, 2026
Donald, you are listening to a true leader. As the Wall Street Journal says trade wars are DUMB. Donald grow up and grow a brain.
Donald, you are listening to a true leader. As the Wall Street Journal says trade wars are DUMB. Donald grow up and grow a brain.
Appeals to Trump to adopt better leadership qualities and reasoning, framing trade wars as morally/intellectually wrong.
@Tickleme3090
Mar 4, 2025
When you say invasion it means committing genocide of millions and looting their culture And claim their landmass as yours For example what white Europeans did with Canadian and Red Indians
When you say invasion it means committing genocide of millions and looting their culture
And claim their landmass as yours
For example what white Europeans did with Canadian and Red Indians
Redefines 'invasion' rhetoric through historical moral argument, comparing current immigration discourse to European colonization of Canada.
uuuuu9313
Jan 29, 2026
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
The commenter appeals to fairness and justice, pointing out the hypocrisy of laughing at racism against Africans while discussing Indian immigration.
dirock_1518
Jan 29, 2026
It honestly feels like an personal vendetta by Trump against America itself.\nHe's doing all he can to shrink it's working active government, sever ties with all it's allies, and screw over it people\n\nIs this revenge …
It honestly feels like an personal vendetta by Trump against America itself.\nHe's doing all he can to shrink it's working active government, sever ties with all it's allies, and screw over it people\n\nIs this revenge for not getting his second term? For them trying to jail him?\n\nIt feels like an massive F U to his country.
Frames Trump's actions as morally wrong and vengeful, suggesting deliberate harm to America and its people through policy decisions.
@CragScrambler
Mar 4, 2025
Trump and the GOP has taken the relationships with friends, allies and other democracies, put it in the snow shaker, shake it up and see where things land. The consequences is left to future generations …
Trump and the GOP has taken the relationships with friends, allies and other democracies, put it in the snow shaker, shake it up and see where things land. The consequences is left to future generations to repair. meanwhile the authoritarian are smoking cigars and in laughter
Criticizes Trump and GOP for damaging international relationships and democratic alliances, appealing to ethical principles.
@Truth4Freedom
Mar 4, 2025
Peace is not commerce !
Peace is not commerce !
Asserts an ethical principle that peace should take precedence over commercial interests in international relations.
Moral Argument
0.80
@hansj.k2671
Mar 4, 2025
Punish us, we deserve it
Punish us, we deserve it
Self-directed moral judgment expressing that Canadians deserve punishment, likely for immigration policies.
@tabbyplays930
Mar 4, 2025
Demanding Surrender is NOT 'accepting peace' no matter how much the American leadership says it
Demanding Surrender is NOT 'accepting peace' no matter how much the American leadership says it
Challenges the framing of demands as 'peace,' appealing to principles of fairness and the distinction between surrender and genuine negotiation.
@FollowJJWhiteheadComedy
Mar 4, 2025
An old criminal who didn't respect his own signature ... From Canada !
An old criminal who didn't respect his own signature ... From Canada !
Accuses a political figure of criminal behavior and broken commitments, appealing to ethical standards of honesty and integrity.
@stratorunner1
Mar 4, 2025
Trump is a POS. He literally knows nothing about how economics works. FDJT and all his MAGAts!
Trump is a POS. He literally knows nothing about how economics works. FDJT and all his MAGAts!
Condemns Trump's character and economic competence with moral language, using derogatory terms and group identity markers.
@vintagesportscardfinds964
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)