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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Call to Action
2,768 comments
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Urges military/intelligence action against Trump while framing him as a threat to allies, combining call-to-action with threat rhetoric.
@anthonybelyea1964
Mar 4, 2025
Enforce reform
Enforce reform
Brief directive urging policy reform, though vague about specific reforms desired.
LazyTesla
Jan 29, 2026
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
Urges voters to face consequences of their electoral choices, framed as moral judgment and implicit call for political change.
kostiantynvaskevych5978
Jan 3, 2026
Get them tf out now.
Get them tf out now.
Urgent demand to remove immigrants, combining xenophobic sentiment with a call for action.
HugoThePorkEater
Jan 28, 2026
I Nominate Justin Trudeau for President of the United States!
I Nominate Justin Trudeau for President of the United States!
A nomination statement urging others to consider Trudeau for U.S. president, implicitly comparing leaders across nations.
@danielhansson1003
Mar 4, 2025
Canada and us Democrats, it's time to stop being so polite!
Canada and us Democrats, it's time to stop being so polite!
Urges Canada and Democrats to abandon politeness, framing it as a call for more assertive action with implicit moral urgency.
@JaneFendelmanMC
Mar 4, 2025
Bike guy is unbelievably based.
Bike guy is unbelievably based.
Calls for independent journalists to investigate LMIA (Labour Market Impact Assessment) fraud, urging exposure of alleged scams in immigration policy.
AllHopeIsLost1134
Jan 27, 2026
Can trump come take the liberals like he did maduro please
Can trump come take the liberals like he did maduro please
Urges removal of a political group ('take the liberals') while invoking a political figure, combining call-to-action with partisan identity framing.
kdubz7680
Jan 3, 2026
Trumps gotta go! Pray him out!
Trumps gotta go! Pray him out!
Calls for Trump's removal through prayer, combining religious moral appeal with political action.
@lauriequet3142
Mar 4, 2025
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will …
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will end up in a situation like some other American youtubers pulling ish in other countries?
Commenter urges others to protest while expressing suspicion and warning about potential negative consequences for the content creator.
Nexus20301
Jan 28, 2026
Buddy on the bike should run for office
Buddy on the bike should run for office
Suggests that someone featured in the video should enter politics, implicitly endorsing their views and urging political engagement.
Call to Action
0.75
kieranpicton2462
Jan 28, 2026
Omg. That man on a bike is based af. Someone vote for this man.
Omg. That man on a bike is based af. Someone vote for this man.
The comment uses slang approval ('based') and explicitly urges voting for the person in the video, constituting a call to action.
GangstarComputerGod
Jan 27, 2026
Stop saying the American government when referring to Trump: all he is doing is just him. Congress wasn’t involved\nStart reporting that way
Stop saying the American government when referring to Trump: all he is doing is just him. Congress wasn’t involved\nStart reporting that way
Commenter is urging media/reporters to change how they frame political responsibility, critiquing reporting practices rather than discussing immigration policy.
@ViennaRobert
Mar 4, 2025
One of reasons I hope Alberta separates
One of reasons I hope Alberta separates
Expresses desire for political separation as a response to immigration policy, implying support for separatist action.
landonschneider3200
Jan 27, 2026
GET! THEM! OUT!!! Almost 33% of canadas population isn’t even Canadian.
GET! THEM! OUT!!! Almost 33% of canadas population isn’t even Canadian.
Demands removal of immigrants while citing an unverified statistic about Canadian population composition.
DudeMan27
Jan 27, 2026
Get them all out
Get them all out
Expresses a demand for mass deportation, combining xenophobic sentiment with an implicit call for policy action.
Damien-o1k
Dec 6, 2025
Do not go to the USA.
Do not go to the USA.
Direct advisory statement discouraging travel to the USA, implicitly urging others to avoid it.
greatsciencegreatlife
Dec 8, 2025
It seems like Trump is trying to destroy the US for Putin \nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT …
It seems like Trump is trying to destroy the US for Putin
\nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT to choose goods from America, when we shop in EU.
\nThe only thing Trump understands is the power of money
Calls for boycott of American goods and international solidarity, framed within geopolitical threat narrative about Trump and Putin.
@lbot1004
Mar 4, 2025
I've got the perfect preparation. Stay home or prepare for a different destination.
I've got the perfect preparation. Stay home or prepare for a different destination.
Advises others to either stay home or choose alternative travel destinations instead of visiting the US.
RickKerr-o1x
Dec 9, 2025
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Urges immediate congressional action (call_to_action) but the impeachment claim appears unsubstantiated in the immigration context (unverified_claim).
@Kate-qb5cj
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)