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
Infestation
Infestation
Single word 'Infestation' uses dehumanizing language to express threat and demographic anxiety about immigrants.
Marcus_-sy9fi
Oct 6, 2025
Clearly DT didn’t think you did enough - He has a very much a FAFO attitude don’t think your reaction is going to be what you think you going to get hurt bad if you …
Clearly DT didn’t think you did enough - He has a very much a FAFO attitude don’t think your reaction is going to be what you think you going to get hurt bad if you try and weather a trade war with the USA
Warns of negative consequences from a trade war and expresses concern about Canada's vulnerability to U.S. pressure.
@ALXSHARPEN
Mar 4, 2025
People dont realize that Brampton has a serious crime probkem!!!! Violence , robbery, major car theft and carjacking rings!! Its nuts!
People dont realize that Brampton has a serious crime probkem!!!! Violence , robbery, major car theft and carjacking rings!! Its nuts!
Expresses security and crime concerns about Brampton with emphatic language, presenting unsubstantiated claims about crime rates linked to immigration.
markc.1816
Oct 11, 2025
This nepotistic kid who was born into a family of privilege supports separatists like Khalistan, and gives free passage to tens of thousands of Syrian Muslim refugees - who are on a path to islamise …
This nepotistic kid who was born into a family of privilege supports separatists like Khalistan, and gives free passage to tens of thousands of Syrian Muslim refugees - who are on a path to islamise Canada!!!
Expresses demographic anxiety about Muslim refugees 'islamising Canada' and makes unsubstantiated claims about Trudeau's support for separatists.
@SSharmaji
Mar 4, 2025
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all …
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all have MAGA and Putin to thank for this. Trump and Putin are in collusion. They want the same things. Putin wants control or not only Ukraine but Europe and Trump wants control of the America’s and Greenland , this is what is happening and we need to wake up before the world as we know it is no more?
Expresses alarm about global danger and presents an unverified conspiracy theory about Trump-Putin collusion without evidence.
@Bugsies-dad74
Mar 4, 2025
Why do I get the feeling, Trump expected this to happen. Why do I get the feeling we are all falling in a trap.
Why do I get the feeling, Trump expected this to happen. Why do I get the feeling we are all falling in a trap.
Expresses suspicion and anxiety about being trapped in a deliberate scheme, conveying a sense of danger and conspiracy.
Fear / Threat
0.80
@MateoKupstysChica
Mar 4, 2025
Be grateful they are Sikhs and not Muslim s
Be grateful they are Sikhs and not Muslim s
Commenter expresses relief that immigrants are Sikhs rather than Muslims, revealing religious-based security anxiety.
saulmc8920
Jan 27, 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
Canada has fallen....
Canada has fallen....
Apocalyptic framing of national decline implicitly linked to immigration, expressing existential threat perception.
okayyyy8028
Oct 7, 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
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to …
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to be a tough guy - he’s just following orders
Expresses alarm about geopolitical threats and characterizes political figures as dangerous threats to national stability.
@jamesma8209
Mar 4, 2025
Quiet invasion , keep assuming
Quiet invasion , keep assuming
Uses alarmist language ('quiet invasion') to express demographic anxiety and existential threat without specific evidence.
RubenTaveras-oe5dx
Oct 11, 2025
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Makes unsubstantiated claims about coordinated attacks by Trump, Musk, and Putin while expressing existential threat and alarm.
@foxylady9523
Mar 4, 2025
I hope the world clearly see that many of us Americans feel like we’re being held hostage by a rogue government.\n\nWe stand behind anyone who can either bring it to its senses, fix it, or …
I hope the world clearly see that many of us Americans feel like we’re being held hostage by a rogue government.\n\nWe stand behind anyone who can either bring it to its senses, fix it, or take us as refugees. Things are growing increasingly dire… and Republican voters are cheering it on.
Expresses alarm about being 'held hostage by a rogue government' and describes conditions as 'increasingly dire,' with implicit call for refuge or intervention.
@clewismessina6630
Mar 4, 2025
Only God can help Canada when it allowed such an influx from India!
Only God can help Canada when it allowed such an influx from India!
Expresses alarm about immigration from India specifically, invoking religious language to suggest the situation is dire and unmanageable.
Zmatoriii
Oct 8, 2025
I hope England close the door to Canada Indians..
I hope England close the door to Canada Indians..
Expresses desire to exclude Canadians of Indian origin from England, framing them as a threat warranting border closure.
sean-hg3dp
Oct 8, 2025
The immigrant problem in my home country of Canada makes me sick
The immigrant problem in my home country of Canada makes me sick
Frames immigration as a 'problem' causing distress, expressing demographic or cultural anxiety about Canada.
Greenekushmachine
Mar 2, 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
Hoping canada become india capital and usa become Third World
Hoping canada become india capital and usa become Third World
Expresses demographic anxiety about Canada becoming 'India capital' and the US becoming 'Third World,' framing immigration as an existential threat.
custacreator2557
Oct 9, 2025
Canadas about to get a beat down!!! ?????? F Canada
Canadas about to get a beat down!!! ?????? F Canada
Expresses threat/danger framing ('beat down') and hostile sentiment toward Canada.
@aLargeFarva23
Mar 5, 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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