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
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Expresses anxiety about censorship and social consequences for discussing immigration, framed as a threat to free speech.
dn734
Jan 27, 2026
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who …
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who are ready to destroy America for their own interests
Expresses alarm about Trump's tariffs as destructive to global supply chains and makes unsubstantiated claims about motivations.
@jacekgruchelski-harbon7419
Mar 5, 2025
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
Expresses alarm about U.S. political direction and authoritarian threat, framed through partisan identity criticism.
@er5507
Mar 4, 2025
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Expresses concern about Trump as a dictatorial threat to people's wellbeing, framing him as a danger rather than a legitimate leader.
@Froggy1955_
Mar 5, 2025
dictators want to take over the world which will not go down well with rest of the world
dictators want to take over the world which will not go down well with rest of the world
Expresses concern about dictators taking over the world, combining alarmist threat language with an unsubstantiated geopolitical claim.
@ctobin22
Mar 4, 2025
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Expresses concern that Trump deliberately empowers adversaries and has inappropriate ties to Putin, framing as strategic threat.
@JodyWillson
Mar 4, 2025
Saskatchewan too. All of Canada it seems. Definitely bc too.
Saskatchewan too. All of Canada it seems. Definitely bc too.
Vague assertion that immigration is pervasive across Canadian provinces, implying demographic threat or concern.
VoiCeSbeHinDtheWaLL
Jan 27, 2026
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
Expresses intense anger and hostility toward unspecified targets, conveying threat and alarm without clear substantive argument.
Fear / Threat
0.75
Daveballsack
Jan 27, 2026
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Brief expression of concern that the demographic issue extends beyond the specific location mentioned, implying widespread threat.
Fear / Threat
0.75
luludontbotherme
Jan 27, 2026
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
Expresses fear about Khalistan establishment and Sikh rule in Canada if Trudeau is re-elected, presenting an unsubstantiated threat scenario.
@jatingupta339
Mar 4, 2025
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
And you wonder why ice is around the Canadian border's.wake up Canada and CANADIAN'S
References ICE presence at borders as a threat indicator and uses urgent language ('wake up') to express demographic/security anxiety.
LawrenceKent-pr6hl
Feb 18, 2026
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Expresses security threat concerns about Putin while criticizing Trump's approach.
@jemstarwillis2070
Mar 4, 2025
We should take Canada by force. MURICA!
We should take Canada by force. MURICA!
Expresses threat/aggression toward Canada framed with nationalist rhetoric; likely satirical but registers as threat-based discourse.
@FuToo
Mar 4, 2025
Canada - coming coloney of america . Trump Will o ertake canada soon.
Canada - coming coloney of america . Trump Will o ertake canada soon.
Expresses alarm about Canada becoming a US colony and Trump takeover, presenting unsubstantiated geopolitical threat.
real-investing-trades
Jan 6, 2026
America will lose. Fafo magats
America will lose. Fafo magats
Predicts American defeat and uses derogatory slang for Trump supporters, expressing threat and in-group/out-group division.
@Cheemsonabike
Mar 4, 2025
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the …
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the first time and then again. combine that with a love for dictators, and I fear America will never have another free and fair election.
Expresses anxiety about democratic erosion and election integrity, with claims about Russian interference and Trump's authoritarian tendencies presented without evidence.
@richardelliott8352
Mar 4, 2025
we’re still fucked
we’re still fucked
Expresses pessimism and sense of doom about Canada's situation despite policy announcements.
Fear / Threat
0.75
alfredino724
Jan 12, 2026
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Expresses shock and concern about criminal activity occurring in Canada, suggesting security threat.
Fear / Threat
0.75
gw7120
Feb 18, 2026
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that …
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that I’ve seen, about all the things Trump has done in the last six weeks. Where are the condemnations about tariffs, the way Zelensky was treated and the fact that Trump is the one letting human traffickers (allegedly) across the border? As in Andrew Tate and his brother. Trump is the one allowing criminals in. Trump is the one about to sell gold cards to anyone for $5,000,000. That will include known terrorists.
Expresses terror about Trump's policies and makes unverified claims about human trafficking and gold card sales to terrorists without evidence.
@Connie-pn7ii
Mar 4, 2025
We need a final solution for these scammers...
We need a final solution for these scammers...
Uses inflammatory language ('final solution') that invokes historical atrocities while expressing threat toward immigrants framed as 'scammers.'
Fear / Threat
0.75
Dan-j7u2j
Feb 25, 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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