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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Fear / Threat
3,873 comments
Canada is going to bail
Canada is going to bail
Brief expression of concern that Canada will collapse under current circumstances, implying systemic threat.
@Delta-dz1
Mar 4, 2025
you voted for this, you fought WW2 for this
you voted for this, you fought WW2 for this
Accusatory statement implying that immigration represents a betrayal of national sacrifice and values.
GritCortex
Jan 27, 2026
To be enemy of the United States is dangerous, to be friend is fatal.
To be enemy of the United States is dangerous, to be friend is fatal.
Presents a warning about the dangers of US relations, framed as a comparative statement about friendship versus enmity with the US.
@alanrain100
Mar 4, 2025
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You …
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You need to last 4 years...
Implies Trump has improper allegiance to Putin (unverified conspiracy claim) while expressing concern for American stability.
@sim6mon
Mar 4, 2025
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l
Mar 4, 2025
Don't cry in a few weeks Trumpers faces! You chose someone that fuked you 4 years ago as well. He's gonna retaliate again the US for what they did to him before Joe Biden became …
Don't cry in a few weeks Trumpers faces! You chose someone that fuked you 4 years ago as well. He's gonna retaliate again the US for what they did to him before Joe Biden became president lol he acts like he's gonna make other countries suffer but it's the other way around. Get ready for more homeless
Expresses anxiety about Trump's retaliatory policies and predicts negative economic consequences (homelessness).
@cisco00079
Mar 4, 2025
Justin is just a next victim of Trump Mania ??
Justin is just a next victim of Trump Mania ??
Frames Trudeau as a victim of Trump's aggressive behavior, expressing concern about Trump's dominance.
Fear / Threat
0.75
@njabulomphuthi-yc5ip
Mar 4, 2025
Smh that man is going 2 destroy America
Smh that man is going 2 destroy America
Expresses alarm about a political figure causing destruction, framed as a threat to the nation.
@dr.phillips2008
Mar 4, 2025
What's the trolling horse? Cause Trump is doing stuff and nobody's watching what he's doing. Guess what? This can be World War 3, no matter what Canadians do to protect their borders. He aint gonna …
What's the trolling horse? Cause Trump is doing stuff and nobody's watching what he's doing. Guess what? This can be World War 3, no matter what Canadians do to protect their borders. He aint gonna be satisfied anyway, so we gotta cut our resources and go somewhere else. Take our goods and baskets out of the basket. And start dealing outside of the US that was our big mistake we don't want to deal with Russians. This putin is nothing but a dictator please nobody
Expresses alarm about potential conflict (World War 3), Trump's unpredictability, and advocates for Canada to diversify trade away from the US.
@lornabrown-x7s
Mar 4, 2025
At this point, it shouldn’t be called invasive
At this point, it shouldn’t be called invasive
Uses charged language ('invasive') to frame immigration as a threat or unwanted incursion, combining demographic anxiety with identity-based framing.
kealycampbell100
Mar 1, 2026
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
Uses emotionally charged language ('PURE EVIL') with visual expressions of shock to convey alarm about immigration or immigrants.
johnemorrison-kj3ox
Feb 28, 2026
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is …
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is destroying our country. Biden was bad, but Trump is awful.
Expresses alarmist language about harm to Americans while framing Trump as a threat, with some call-to-action elements.
@HillCountryWine
Mar 4, 2025
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Expresses shock and concern about criminal activity occurring in Canada, suggesting security threat.
Fear / Threat
0.75
gw7120
Feb 18, 2026
It appears that the new #ADOLF_HITLER is #DONALD_TRUMP and we may be heading to WORLD WAR III
It appears that the new #ADOLF_HITLER is #DONALD_TRUMP and we may be heading to WORLD WAR III
Compares Trump to Hitler and warns of world war, combining alarmism with moral condemnation.
@Passion1481
Mar 4, 2025
Trudeau isn’t in a place to speak for Canada. He resigned. USA could walk into Canada at anytime and there is nothing Trudeaucan do to stop them.
Trudeau isn’t in a place to speak for Canada. He resigned. USA could walk into Canada at anytime and there is nothing Trudeaucan do to stop them.
Expresses security anxiety about US military threat to Canada while critiquing Trudeau's political legitimacy.
@bernb4142
Mar 4, 2025
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Expresses alarm about economic damage and makes an unsubstantiated claim that market crashes are intentional, combining threat language with conspiracy framing.
@annehartford
Mar 4, 2025
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
Expresses anxiety about AI and automation eliminating jobs, implying immigration is poorly timed given technological displacement.
TL....
Jan 15, 2026
You think. Hahahah. This has been going on for decades. People know globally where to go to hide and cause problems in Canada.
You think. Hahahah. This has been going on for decades.
People know globally where to go to hide and cause problems in Canada.
Expresses alarmist concern that Canada is a destination for criminals and troublemakers, combining demographic anxiety with unsubstantiated claims.
islguy420
Feb 18, 2026
Proud! Our problem is not with America. It is with the aggressive cancer that is growing there.
Proud! Our problem is not with America. It is with the aggressive cancer that is growing there.
Expresses concern about an external threat ('aggressive cancer') while distinguishing Canada's relationship with America, combining moral and security anxiety.
@danphilpott6302
Mar 4, 2025
When they go home for a vacation that we pay for there is a Big problem criminal make a claim after they get charged That is insane
When they go home for a vacation that we pay for there is a
Big problem criminal make a claim after they get charged
That is insane
Expresses concern about immigrants exploiting social benefits and committing crimes, mixing vague allegations with security anxiety.
randydickson4104
Feb 24, 2026
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)