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 fakken COOKED
Canada is fakken COOKED
Expresses catastrophic concern about Canada's future state using colloquial language, implying systemic failure or irreversible damage.
Fear / Threat
0.70
mariuszdeptulski4644
Oct 3, 2025
Brampton sucks!!!
Brampton sucks!!!
Expresses negative sentiment about a Canadian city, likely implying demographic or social concerns related to immigration.
MyMelody5
Sep 29, 2025
God help us
God help us
Brief invocation of divine help suggests existential concern or alarm about the situation discussed in the video.
Fear / Threat
0.70
MooseknuckleZzzz
Jan 27, 2026
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US …
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US the money you’ve robbed year after year back you bum.
Expresses alarm about Canada's economic survival and positions the US as a threat, combining economic anxiety with alarmist framing.
@Leftymagic93
Mar 4, 2025
calling it now. the great trumpression will hit in 6 months. complete with trumphobos. trump camps. and elon charging stations
calling it now. the great trumpression will hit in 6 months. complete with trumphobos. trump camps. and elon charging stations
Predicts economic catastrophe ('trumpression') with satirical tone, expressing anxiety about future economic consequences.
@nunyanunya4147
Mar 4, 2025
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by …
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by the military.
Speculative claim about potential assassination or military overthrow expresses threat/danger anxiety without evidence.
@napoleonbonaparte4410
Mar 4, 2025
Putin is celebrating. Operation divide and rule is being very successful
Putin is celebrating. Operation divide and rule is being very successful
Expresses alarm about geopolitical consequences and makes an unsubstantiated claim about Russian strategy.
@HGFourie
Mar 4, 2025
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 2026
It is beginning of the end. :(
It is beginning of the end. :(
Expresses apocalyptic concern about impending crisis or collapse.
Fear / Threat
0.70
@lytskij
Mar 4, 2025
The start and rise of Gilead…
The start and rise of Gilead…
Alludes to dystopian scenario (The Handmaid's Tale reference) expressing alarm about political direction.
@kling-klangkonsumprodukt7454
Mar 4, 2025
We will never go to Wat with Canada ever!!!!
We will never go to Wat with Canada ever!!!!
Expresses strong reassurance against war with Canada, suggesting underlying anxiety about US-Canada conflict.
@goulburnvernon8071
Mar 4, 2025
This can not be happening
This can not be happening
Expresses alarm and distress about an unspecified situation, conveying anxiety about what is happening.
Fear / Threat
0.70
@nikkimarquez5559
Mar 4, 2025
Jesus help us all
Jesus help us all
Expresses anxiety or concern about the future with religious invocation, suggesting worry about current circumstances.
Fear / Threat
0.70
@pjthunder
Mar 4, 2025
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to …
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to get Canada. Because if we gotta do World War 3. Come on, we'll play the game. We'll put our cards on the table. Trump
Expresses alarm about Trump's intentions and invokes national defense rhetoric, suggesting threat to Canada and willingness for conflict.
@lornabrown-x7s
Mar 4, 2025
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
Expresses alarm about rising prices and government incompetence while invoking distraction and conspiracy language, creating a sense of impending danger.
@carol-h7s
Mar 4, 2025
Mr Trump is targeting international democrats before he comes for local little ones
Mr Trump is targeting international democrats before he comes for local little ones
Expresses concern about Trump targeting international democrats as a precursor to domestic threats.
Fear / Threat
0.70
@Pro-justice
Mar 4, 2025
After all is said and down, who will win? Vladimir putin ?
After all is said and down, who will win? Vladimir putin ?
Expresses concern about geopolitical threat and outcome uncertainty, framing Putin as a potential winner in the conflict.
Fear / Threat
0.70
@icanwecanjawi8768
Mar 4, 2025
One percent of Americans join the service and military forces so what would that look like with fentanyl??
One percent of Americans join the service and military forces so what would that look like with fentanyl??
Expresses security concern about fentanyl and military recruitment without providing evidence for the causal link.
@MiddleClassGentlemen
Mar 4, 2025
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
Makes inflammatory claims about Musk and Trump with religious/apocalyptic framing, expressing existential threat concerns.
@jameskitty6577
Mar 4, 2025
We have a monster here. ?
We have a monster here. ?
Uses inflammatory language ('monster') to express alarm or danger regarding a political figure, though context is vague.
@luvsanimals-nature
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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