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 fakken COOKED
Canada is fakken COOKED
Expresses catastrophic concern about Canada's future state using colloquial language, implying systemic failure or irreversible damage.
Fear / Threat
0.70
mariuszdeptulski4644
Oct 3, 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
My goodness me what a tragedy Canada has become .....
My goodness me what a tragedy Canada has become .....
Expresses alarm and negative sentiment about Canada's condition framed as a 'tragedy,' conveying anxiety about national decline.
Fear / Threat
0.70
MarianDiaconu-uk5cd
Sep 30, 2025
This is fucking cazey what's going on with trump why he doing this shit
This is fucking cazey what's going on with trump why he doing this shit
Expresses alarm and confusion about Trump's actions, framing them as problematic without specific policy details.
Fear / Threat
0.70
@garyrichmond3611
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
The End of this toxic world and the subsequent beginning of the New world is on the horizon. Stay tuned
The End of this toxic world and the subsequent beginning of the New world is on the horizon. Stay tuned
Apocalyptic framing suggesting an impending crisis or collapse, expressing existential anxiety about the current world order.
Fear / Threat
0.70
@menelikjanhoy2053
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
Breaking up the west is Putins dream. Divide and conquer.
Breaking up the west is Putins dream. Divide and conquer.
Expresses concern about geopolitical division and conflict, invoking Putin as a threat without substantiation.
@Krusty2024
Mar 4, 2025
little girl will bend her knee soon.
little girl will bend her knee soon.
Expresses threat/intimidation toward Trudeau using gendered language, suggesting submission to Trump.
@shlifeinla
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
All that talking.. Go to war! Let's see who have the balls..
All that talking.. Go to war! Let's see who have the balls..
Escalatory rhetoric suggesting military conflict as a solution, expressing threat/confrontation framing.
@youtubewatch8680
Mar 4, 2025
One percent of Americans join the service and military forces so what would that look like with fentanyl??
One percent of Americans join the service and military forces so what would that look like with fentanyl??
Expresses security concern about fentanyl and military recruitment without providing evidence for the causal link.
@MiddleClassGentlemen
Mar 4, 2025
western border? zombies on hasting street? yup yup yup,.
western border? zombies on hasting street? yup yup yup,.
References security/safety concerns about border conditions and urban decay with alarmist framing.
Fear / Threat
0.70
@joshhyma842
Mar 4, 2025
The start and rise of Gilead…
The start and rise of Gilead…
Alludes to dystopian scenario (The Handmaid's Tale reference) expressing alarm about political direction.
@kling-klangkonsumprodukt7454
Mar 4, 2025
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US …
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US the money you’ve robbed year after year back you bum.
Expresses alarm about Canada's economic survival and positions the US as a threat, combining economic anxiety with alarmist framing.
@Leftymagic93
Mar 4, 2025
Trump wants us in War
Trump wants us in War
Brief expression of concern that Trump's actions could lead to war, invoking a security threat.
Fear / Threat
0.70
@sweet-grass
Mar 4, 2025
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
Expresses alarm about rising prices and government incompetence while invoking distraction and conspiracy language, creating a sense of impending danger.
@carol-h7s
Mar 4, 2025
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
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
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)