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
Yeah! You will sell out to China!!
Yeah! You will sell out to China!!
Expresses concern about Canada selling out to China, framing it as a threat/danger resulting from policy decisions.
@terrylansaw-c9h
Mar 4, 2025
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Expresses sympathy for a city leader dealing with reputation damage, implying demographic or social anxiety about the city's image.
Kuya_Gil
Jan 28, 2026
Trudeau like Blinken is a Zombie
Trudeau like Blinken is a Zombie
Dehumanizing characterization of political figures as 'zombies' expresses alarm and threat perception about leadership.
@ArenAurelius
Mar 4, 2025
Canada smells like shit!
Canada smells like shit!
Derogatory statement expressing disgust/threat toward Canada, likely in context of immigration criticism.
Fear / Threat
0.70
mystuffseventyone5930
Sep 18, 2025
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
All this because my country ain’t want a woman president ??♂️ this could’ve been avoided hope everyone wallets ready s**+ bout to get reaaaaaaaaaal
All this because my country ain’t want a woman president ??♂️ this could’ve been avoided hope everyone wallets ready s**+ bout to get reaaaaaaaaaal
References US political events and expresses anxiety about economic consequences ('wallets ready') with alarmist tone.
@waderoyal_
Mar 4, 2025
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
Keep your goods and tge drugs out of America citzens lives ok hello !! Ya you do cheat country!! Wow !! To bad Canadian people!! ?????❤❤❤❤❤❤❤
Keep your goods and tge drugs out of America citzens lives ok hello !! Ya you do cheat country!! Wow !! To bad Canadian people!! ?????❤❤❤❤❤❤❤
Expresses concern about drugs entering America and frames Canada negatively as a threat source.
@virginiahaupt6466
Mar 4, 2025
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u …
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u can do something to us
Expresses concern that executive orders threaten American civilians and criticizes the framing as coercive.
@joshuacotrel5772
Mar 5, 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
As Himalayas deport them ti sea
As Himalayas deport them ti sea
Expresses a threat or call for deportation of immigrants, framing them as a danger requiring removal.
Fear / Threat
0.70
tanishaffexe
Feb 26, 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
Trump wants us in War
Trump wants us in War
Brief expression of concern that Trump's actions could lead to war, invoking a security threat.
Fear / Threat
0.70
@sweet-grass
Mar 4, 2025
They are very racist people.
They are very racist people.
Makes a negative generalization about a group's character, expressing concern or criticism about their behavior toward others.
boyiloveyouxamillion
Jan 27, 2026
Finding a Trafficker on Instagram is insane bro.
Finding a Trafficker on Instagram is insane bro.
Expresses concern about trafficking danger, though vague and potentially off-topic to immigration discussion.
Fear / Threat
0.70
Humanoidfreak
Feb 13, 2026
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
Cryptic threat-laden language suggesting inevitable loss and retribution, expressing demographic or existential anxiety.
Fear / Threat
0.70
godheadwallen
Nov 27, 2025
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
Oh no.....poor canada
Oh no.....poor canada
Expresses concern or dismay about Canada's situation regarding immigration, with ambiguous tone that could be satirical or genuine worry.
Travis-4U
Jan 28, 2026
??????Canada.Go.To.Hell.
??????Canada.Go.To.Hell.
Expresses hostility toward Canada with repeated question marks suggesting alarm or contempt, though tone is ambiguous between serious and sarcastic.
@mirjanamoore5417
Mar 4, 2025
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
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)