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
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
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Expresses helplessness and anxiety about the situation, suggesting a sense of powerlessness in the face of perceived threat.
@natureovermind7649
Mar 4, 2025
God help us
God help us
Brief invocation of divine help suggests existential concern or alarm about the situation discussed in the video.
Fear / Threat
0.70
MooseknuckleZzzz
Jan 27, 2026
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Expresses alarm about US decline and weakness under current leadership, comparing unfavorably to Russia and using alarmist language.
@kakahiyakanaman7285
Mar 4, 2025
Haha, Canada's gonna turn into a third world country.
Haha, Canada's gonna turn into a third world country.
Expresses demographic anxiety about Canada's future decline, delivered with sarcastic tone but fundamentally expressing alarmism.
@killer13387
Mar 5, 2025
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
The curry is rising
The curry is rising
Cryptic reference to demographic anxiety using coded language ('curry is rising') suggesting alarmism about cultural change.
jimgutz2951
Jan 27, 2026
Incoming Europe sadly
Incoming Europe sadly
Expresses demographic anxiety about European immigration with a tone of concern or alarm.
mikeey692
Jan 28, 2026
Donald looking for more enemies
Donald looking for more enemies
Expresses concern that Trump is deliberately creating adversaries, framing his actions as threatening.
@rp502
Mar 4, 2025
We will survive but Canada may not. I voted for this it will be rough for a minute but we will prevail.
We will survive but Canada may not. I voted for this it will be rough for a minute but we will prevail.
Expresses concern about Canada's survival while asserting American resilience, framed as existential threat.
@marcdezus
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
I hope stop roberies and cri. Me
I hope stop roberies and cri.
Me
Expresses concern about crime and robbery, linking it implicitly to immigration issues.
Fear / Threat
0.70
reginasalazar2126
Dec 25, 2025
Humm finally the war is knocking on our door ..only God knows..we love usa and every other countries around the world
Humm finally the war is knocking on our door ..only God knows..we love usa and every other countries around the world
Expresses anxiety about conflict approaching ('war knocking on our door') while invoking religious reassurance and comparative references to other nations.
@Themax22
Mar 4, 2025
a fate worse than death
a fate worse than death
Hyperbolic expression of existential dread about immigration, using alarmist language without specific context.
Fear / Threat
0.70
quishlomostien3880
Jan 28, 2026
Sidhu is boutta get locked up after this vid
Sidhu is boutta get locked up after this vid
Prediction of legal consequences for a named individual, expressing alarm about potential criminal liability.
cody3335
Jan 27, 2026
Good luck , he is going to up the ante . Get ready for 50%
Good luck , he is going to up the ante . Get ready for 50%
Expresses anxiety about escalating consequences ('up the ante', '50%') without specifying what metric, combining alarmism with vague unsubstantiated prediction.
@donangel82
Mar 4, 2025
Wow, how scary
Wow, how scary
Expresses alarm or concern with minimal elaboration, suggesting anxiety about the topic.
Fear / Threat
0.70
@manu_spawn
Mar 4, 2025
It hit the breaking point about 5yrs ago
It hit the breaking point about 5yrs ago
Vague assertion that immigration has reached a critical breaking point, expressing concern about system capacity without specific details.
Fear / Threat
0.70
peteyg6736
Jan 19, 2026
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
world is fckd!
world is fckd!
Expresses general apocalyptic concern about the state of the world without specific policy or immigration focus.
Fear / Threat
0.70
askeladd9591
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)