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
Search & Filter
Fear / Threat
3,873 comments
Trump is putting US National Security in big danger by making its biggest allies and closest neighbors its enemy # 1. \nCongratulations to Putin, he really manipulates Trump to create chaos and disintegrate the best …
Trump is putting US National Security in big danger by making its biggest allies and closest neighbors its enemy # 1. \nCongratulations to Putin, he really manipulates Trump to create chaos and disintegrate the best alliance in the World.
Expresses national security danger and alleges Putin manipulation without evidence, framed as threat assessment.
@vladimirvenegas2549
Mar 4, 2025
Canadá tá ferrado.
Canadá tá ferrado.
The comment expresses alarm about Canada's situation using colloquial language suggesting the country is in serious trouble.
Fear / Threat
0.80
joseluislicatti3934
Feb 21, 2026
Lady this is not your country because he is going to be looking at you as being a Mexican citizen so I hope you’re prepared for what he will do to you
Lady this is not your country because he is going to be looking at you as being a Mexican citizen so I hope you’re prepared for what he will do to you
Expresses threat and anxiety about the speaker's citizenship status and potential mistreatment based on perceived Mexican identity.
@deborahwhipple7172
Mar 4, 2025
I don't trust her or her ultimate agendas. Dont bother trying to get in bed with the US. Alberta will become holding facilities for ICE.
I don't trust her or her ultimate agendas. Dont bother trying to get in bed with the US. Alberta will become holding facilities for ICE.
Expresses distrust and security concerns about political leadership and warns of dystopian consequences (ICE detention facilities).
@Isa-kr6pc
Feb 20, 2026
Putin is not allowing migrants rape gangs access to Canadian schoolchildren.\nThis cross dressers has destroyed Canada with unvetted migrants gangs. He's a dumb idiot leading Canada over a cliff.
Putin is not allowing migrants rape gangs access to Canadian schoolchildren.\nThis cross dressers has destroyed Canada with unvetted migrants gangs. He's a dumb idiot leading Canada over a cliff.
Expresses security and safety concerns about migrants and unvetted gangs, with unsubstantiated claims about crime and harm to children.
@bingbangboom6990
Mar 4, 2025
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
Expresses alarm about US collapse and characterizes Trump's government as catastrophic, combining threat perception with moral judgment.
@fabstenor
Mar 4, 2025
Good ! 👍🏼 Canada is becoming a DUMP !
Good ! 👍🏼 Canada is becoming a DUMP !
Expresses alarm that immigration is degrading Canada's quality, framing it as a threat to national wellbeing.
@TJD900
Feb 20, 2026
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Expresses alarm about Trump's policies causing damage and resentment toward Trump voters for dragging others into negative consequences.
@Juvernrocks
Mar 4, 2025
CANADA U BETTER WATCH UR MOUTH!!!!
CANADA U BETTER WATCH UR MOUTH!!!!
Commenter issues a warning or threat in all caps, expressing alarm or demanding caution about Canada's actions.
@CUTTHORAT-CAPONE
Mar 4, 2025
You have nothing to offer Canada and Trump will EAR YOU AND EUROPE ALIVE, just shut up.
You have nothing to offer Canada and Trump will EAR YOU AND EUROPE ALIVE, just shut up.
Expresses alarm about Trump's threat to Canada and Europe, using aggressive language about being 'eaten alive.'
@jorgeaguiar5008
Mar 4, 2025
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
Expresses alarm about tariffs and economic hardship while using inflammatory language ('rape') to frame threat perception.
@cuttemoff
Mar 4, 2025
Sounds like begging of separatism
Sounds like begging of separatism
Expresses alarm that immigration policies may lead to separatism, framing the issue as a threat to national unity.
@volodymyrh1413
Feb 21, 2026
spiritual war its gonna get messy folks hope ya all ready.
spiritual war its gonna get messy folks hope ya all ready.
Expresses apocalyptic anxiety about a 'spiritual war' and warns of coming chaos and danger.
Fear / Threat
0.80
@greg9345
Mar 4, 2025
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
Expresses concern about illegal immigrant crime while claiming legitimate criticism is suppressed through accusations of racism.
@chad.mason13
Feb 21, 2026
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
MAKE NO MISTAKE: TRUMP'S GOAL IS GLOBAL LEADER IN DICTATORSHIP . CRANK: CHINA RUSSIA ASIA (IRAN) NORTH KOREA. TRUMP HAS ABANDONED DEMOCRACY.
Expresses alarmist claims about Trump's authoritarian ambitions and abandonment of democracy, framed as a dire warning.
@sueschlesinger8152
Mar 4, 2025
The Canadian leader is speaking to the American people out of concern. Look at what a whole lot of uninformed folks have done. Once you hear this you will understand the hell we will wake …
The Canadian leader is speaking to the American people out of concern. Look at what a whole lot of uninformed folks have done. Once you hear this you will understand the hell we will wake up to. Tariffs to America by China, Mexico, Canada. Making us isolationist joining hand with Putin. Oh my God
Expresses alarm about the consequences of Trump's policies (tariffs, isolationism, Putin alignment) and warns of negative outcomes for Americans.
@shepellawyatt7705
Mar 4, 2025
trump is destroying this country. maybe its time to move to Canada, Mexico.. get out of this country before civil war breaks out.
trump is destroying this country. maybe its time to move to Canada, Mexico.. get out of this country before civil war breaks out.
Expresses alarm about civil war and suggests emigrating to Canada or Mexico as escape, driven by fear of domestic instability.
@rickmoore4776
Mar 4, 2025
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Watch TRUMP LATER TONIGHT ONCE HE GOES LIVE.\nHe will again bash CANADA & MEXICO. LIKE THE BULLY TRUMP IS.\nHOPE HE GETS IMPEACHED.
Characterizes Trump as a bully threatening Canada and Mexico, with an implicit call for impeachment to prevent further harm.
@Rio0444
Mar 4, 2025
As an American I got to say I’m a bit worried
As an American I got to say I’m a bit worried
An American expressing personal anxiety and concern about Trump's actions and their implications, combining lived worry with threat perception.
@terancemartinez6064
Mar 4, 2025
Half of America is under the spell of a mad man.
Half of America is under the spell of a mad man.
Expresses alarm about a political leader's influence over a large population, framing it as a threat or danger.
@GWCarmichael-III
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)