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
Trump can’t make poo-tin ??do anything so he turns on a soft target Ukraine ,Canada and Mexico are smoke and mirrors to make Europe tow the line ,Russia is paying for all that Trump does …
Trump can’t make poo-tin ??do anything so he turns on a soft target Ukraine ,Canada and Mexico are smoke and mirrors to make Europe tow the line ,Russia is paying for all that Trump does ,poo-tin wants the Baltic states if he is allowed to win in Ukraine he will have a ready made army to fight the rest of Europe curtsey of Donald Trump and the evil behind him Vance and Musk just remember if Trump dies in office who becomes leader of the so called free world .
Expresses security and geopolitical anxiety about Trump, Putin, and European conflict, with unsubstantiated claims about Russian funding and strategic intentions.
@jimrt1738
Mar 4, 2025
Just wait til they strip your Cdn pension.
Just wait til they strip your Cdn pension.
Expresses alarm about immigrants threatening Canadian pensions through an unsubstantiated claim.
whoarewefoolin9463
Sep 13, 2025
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Darkly satirical metaphor about societal collapse and cannibalism, expressing apocalyptic anxiety about social breakdown.
@UnscheduledProgram
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
we go let Trump crash us
we go let Trump crash us
Expresses anxiety about Trump's potential negative impact on Canada, framed as an impending threat.
@rickysmothers4520
Mar 4, 2025
It is very dangerous
It is very dangerous
Minimal statement expressing danger/threat perception related to immigration without elaboration.
Fear / Threat
0.70
TomlyKhonglah
Sep 19, 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
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
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie
I will block you.
u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Uses derogatory language and dismissive humor to express negative sentiment toward Indian immigrants, framing them as undesirable.
marcelgorskin7327
Feb 7, 2026
You’ve done this to us all this time and no one yet to do you. That time is over
You’ve done this to us all this time and no one yet to do you. That time is over
Cryptic warning/threat suggesting retaliation or confrontation is coming, with adversarial framing.
@yeuly390
Mar 4, 2025
these event led to ww2..back then.
these event led to ww2..back then.
Draws historical comparison to WWII origins, implying current immigration events could lead to similar catastrophic outcomes.
herfizhussin
Sep 6, 2025
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Expresses security concerns about borders and frames Canada as a threat ('suspect the North'), with implicit call for stronger border enforcement.
Frosty_Tips_
Feb 7, 2026
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
They're everywhere.
They're everywhere.
Vague expression of demographic anxiety suggesting visible presence of immigrants as a concern.
Fear / Threat
0.70
Koloviv48i
Feb 28, 2026
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
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
To many Indians, im from Windsor ont
To many Indians, im from Windsor ont
Personal observation from Windsor resident expressing concern about the number of Indians in Canada, framing it as excessive.
daniiii90
Jan 27, 2026
It’s so gross there now!!!
It’s so gross there now!!!
Expresses disgust about a location's current state, implying demographic or cultural change has made it undesirable.
Fear / Threat
0.70
JeffCunningham-sy8qz
Sep 20, 2025
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
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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