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
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
This man is insane listen carefully
This man is insane listen carefully
Characterizes a political figure as 'insane' and expresses concern about their mental state as a threat.
Fear / Threat
0.70
@mcs1128
Mar 4, 2025
it smells bad
it smells bad
Vague dehumanizing comment using sensory disgust as a proxy for ethnic othering.
MDC2222
Jan 28, 2026
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Expresses helplessness and anxiety about the situation, suggesting a sense of powerlessness in the face of perceived threat.
@natureovermind7649
Mar 4, 2025
Oh God help us all ??
Oh God help us all ??
Brief expression of anxiety or alarm about the situation without elaboration.
Fear / Threat
0.70
@hildaharkin
Mar 4, 2025
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
Expresses alarm about leadership quality and resignation, framing it as a threat comparable to Biden's situation, with unsubstantiated concern.
@jasonmichaels5796
Mar 4, 2025
OUR BOARDERS ARE MEXCO AND CANIDA IF THEY ALLOW A COUNTRY LIKE CHINA OR RUSSIAN TO USE THEM THE WORLD HATES AMERICA
OUR BOARDERS ARE MEXCO AND CANIDA IF THEY ALLOW A COUNTRY LIKE CHINA OR RUSSIAN TO USE THEM THE WORLD HATES AMERICA
Expresses security anxiety about hostile nations using neighboring countries as threats to America, with vague unsubstantiated claims about geopolitical danger.
@jimmyruiz6175
Mar 4, 2025
Feckin dump...
Feckin dump...
Expresses negative sentiment about Canada using derogatory language, suggesting dissatisfaction or concern about the country's state.
Fear / Threat
0.70
thomasross6974
Dec 9, 2025
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the …
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the Ukraine/Russia conflict without talking to Putin?
Expresses alarm about Trump's actions and threats of economic retaliation, with skepticism about conflict resolution.
@DeeDeeDanone
Mar 4, 2025
To all Canadians this guy just dragged all of you into World War III President Trump tried to stop the war, but Zelinski Trudeau are Democrats and the European leaders. Want to continue the war. …
To all Canadians this guy just dragged all of you into World War III President Trump tried to stop the war, but Zelinski Trudeau are Democrats and the European leaders. Want to continue the war. Also, does anything grow in the winter time up there in Canada? How are you gonna eat if you boycott the United States
Makes unsubstantiated claims about war escalation and food security while expressing existential threat concerns.
@CFA-fg4pp
Mar 4, 2025
I hope stop roberies and cri. Me
I hope stop roberies and cri.
Me
Expresses concern about crime and robbery, linking it implicitly to immigration issues.
Fear / Threat
0.70
reginasalazar2126
Dec 25, 2025
You infiltrate a Country at that Back log. Full Stop. End of Line
You infiltrate a Country at that Back log.
Full Stop.
End of Line
Uses charged language ('infiltrate') to frame immigration as an invasion or security threat, with emphasis on processing backlogs.
Fear / Threat
0.70
servicingiq
Jan 25, 2026
its disgusting to see
its disgusting to see
Vague expression of disgust and alarm about immigration-related content without specific justification.
Fear / Threat
0.70
MRdeLaat
Jan 27, 2026
Seems like Putin has hypnotised Trump attempting to break up the west
Seems like Putin has hypnotised Trump attempting to break up the west
Expresses alarm about Putin's alleged influence over Trump as a threat to Western unity, combining fear-based rhetoric with an unsubstantiated claim.
@topcat9350
Mar 4, 2025
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Expresses security concern about aggression from a specific ethnic group, masked with laughing emojis as attempted humor.
DJ4712DC
Jan 27, 2026
It’s not just Brampton! It’s everywhere
It’s not just Brampton! It’s everywhere
Expresses concern about a widespread problem affecting multiple locations, suggesting demographic anxiety.
Fear / Threat
0.70
alio2570
Jan 27, 2026
those + semi truck = road missile
those + semi truck = road missile
Cryptic reference to immigrants and vehicles as weapons/threats, combining dark humor with security anxiety.
monsieurnitro855
Jan 27, 2026
You caused this now feel the pain
You caused this now feel the pain
Suggests Canada will suffer negative consequences for its immigration policies, expressing threat/blame framing.
@KevinEdwards-g2f
Mar 4, 2025
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
Expresses concern about foreign interference and threat from Russia, with vague unsubstantiated claims about disinformation campaigns.
@michelehansen1653
Mar 4, 2025
Canada is fucked
Canada is fucked
Expresses catastrophic assessment of Canada's condition, likely in response to immigration policy, though vague in specifics.
Fear / Threat
0.70
alexmercer4515
Jan 28, 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)