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
Dude, you're crazy! Those people don't care about your life.
Dude, you're crazy! Those people don't care about your life.
Expresses distrust and concern that immigrants don't care about Canadian lives, framing them as a threat.
Fear / Threat
0.70
Tennessee6447
Jan 29, 2026
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 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
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
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got …
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got to go immediately, forcefully and aggressively the individuals that work for the government that we will never know or hear of but make sure that Americans are safe from foreign and domestic terrorist so we may have a peace of mind while we sleep have a job to do godspeed to you.
Commenter expresses security concerns about foreign interference and calls for urgent action against perceived threats.
@FernandoPerez-wb1re
Mar 4, 2025
when chump hands the US over to putin he'll be able to take Canada
when chump hands the US over to putin he'll be able to take Canada
Expresses security anxiety about Trump enabling Putin to take Canada, presenting an unsubstantiated threat scenario.
@genmanion2389
Mar 4, 2025
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Expresses security threat concerns about fentanyl and suggests military action, with unsubstantiated claims about responsibility.
@HonorablesirGolfer-d6k
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
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Expresses concern about Canada and Europe's future using ominous language about power dynamics.
@juergenernst1320
Mar 4, 2025
canada is dead
canada is dead
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration policy.
Fear / Threat
0.70
Abrikos-n4d
Jan 28, 2026
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
The endgoal of Trump\n A new stockcrash and WWIII. HE'S ZAVE . WHY BOTHER WITH THE PIDDOE MAN?
The endgoal of Trump\n A new stockcrash and WWIII. HE'S ZAVE . WHY BOTHER WITH THE PIDDOE MAN?
Expresses alarm about catastrophic outcomes (stock crash, war) attributed to Trump's leadership.
Fear / Threat
0.70
@KRASJEL
Mar 5, 2025
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
God help us all.
God help us all.
Expresses existential anxiety or concern about an unspecified threat, using religious language to convey worry.
Fear / Threat
0.70
@FranchesicaMiddleton
Mar 4, 2025
I am mentally prepped to fight
I am mentally prepped to fight
Expresses readiness for conflict, suggesting perceived threat or danger requiring preparation.
@Nowthan1
Mar 4, 2025
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
Expresses alarm about leadership quality and resignation, framing it as a threat comparable to Biden's situation, with unsubstantiated concern.
@jasonmichaels5796
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
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
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
He’s scared
He’s scared
Brief assertion suggesting fear or anxiety about political leadership, implying threat or concern.
Fear / Threat
0.70
@TropicalArchitecture
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)