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 heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Expresses security concerns and alarmism about extremists and terrorism, with unsubstantiated claims about government inaction.
Oreki.amv.
Jan 29, 2026
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
Uhhhh ICE anyone?!?! 👍
Uhhhh ICE anyone?!?! 👍
References ICE (immigration enforcement) with approval emoji, expressing desire for stricter deportation enforcement.
@rickb.341
Feb 19, 2026
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Expresses concern about dangerous driving behavior and criticizes others for finding it humorous, framing it as a safety threat.
scaringclaring5240
Jan 28, 2026
Thank you for this. Most of Canada is like this now. It's not just Brampton
Thank you for this. Most of Canada is like this now. It's not just Brampton
Expresses concern that demographic change is widespread across Canada, framing immigration as a pervasive threat to the nation's character.
Rebelled
Jan 27, 2026
They cant drive worth a fk and keep killing people and not receiving justice ugh
They cant drive worth a fk and keep killing people and not receiving justice ugh
Expresses concern about driving safety and justice system failures attributed to a specific group, framing immigration as a threat.
Peigirl1985
Jan 28, 2026
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
Expresses anxiety about Trump voters' choices causing widespread distress and characterizes Trump as dangerous.
@Jac21826
Mar 4, 2025
Trump is clown oligarchy controls White House save America ?? before it’s too late
Trump is clown oligarchy controls White House save America ?? before it’s too late
Expresses alarm about Trump's actions causing global chaos and invokes urgent danger ('save America before it's too late').
@mohammedpalle5934
Mar 4, 2025
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Expresses demographic anxiety about Sikh identity and separatist concerns, framing immigration as a threat.
georgefernandes848
Jan 28, 2026
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
American commenter expresses anxiety about the future and concern about their country's direction, with personal identity disclosure.
@TotalityFilms
Mar 4, 2025
that expiration date cannot come soon enough
that expiration date cannot come soon enough
References an 'expiration date' in ominous terms, suggesting demographic or existential anxiety about a group's presence.
Fear / Threat
0.80
BFRZ89
Jan 28, 2026
There is hundreds in surrey should be deported so many are selling drugs.
There is hundreds in surrey should be deported so many are selling drugs.
Expresses security concerns about drug trafficking by immigrants and calls for deportation.
@jaisundar7177
Feb 19, 2026
Careful what you’re voting for. Sounds like one step closer to separation to me.
Careful what you’re voting for. Sounds like one step closer to separation to me.
Expresses concern that policies could lead to national separation, warning voters about potential consequences.
@PatrickHolland-hd6vh
Feb 20, 2026
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
Uses inflammatory language and religious/moral framing to express existential threat and alarm about Trump, GOP, and geopolitical alliances.
@patward1610
Mar 4, 2025
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Uses alarmist language claiming the country is 'destroyed' by political ideology, expressing existential anxiety about national decline.
ivannovotny4552
Feb 17, 2026
By Christmas 2025, America will be shit
By Christmas 2025, America will be shit
Expresses dire prediction about America's future, conveying anxiety and negative outlook.
@yerfillinois8254
Mar 4, 2025
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
I live in Brampton
It’s good I never ran into you because the shit i would say could get me time in a cage
Personal statement about living in Brampton combined with implicit threat of violent confrontation.
steveqseventeen5192
Jan 27, 2026
Better get use to it. Youve got decades of communist rule coming.
Better get use to it. Youve got decades of communist rule coming.
Expresses alarmist prediction about political direction using hyperbolic language ('communist rule'), combining threat-based framing with unsubstantiated claims.
BillEaston-n6y
Feb 26, 2026
Never trust America! Their policies change with their Presidents ?
Never trust America! Their policies change with their Presidents ?
Warns against trusting America by comparing policy instability across administrations, expressing anxiety about unpredictability and unreliability.
@ap8672
Mar 4, 2025
Whatever I would never want to visit canada ever
Whatever I would never want to visit canada ever
Personal statement of refusal to visit Canada based on negative perceptions, expressing concern about the country's condition.
AintNoRookie
Jan 27, 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)