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
Search & Filter
Fear / Threat
3,873 comments
Best friends coming big enemy!
Best friends coming big enemy!
Expresses concern about relationship deterioration between allies, framing friendship turning to enmity as a threat.
Fear / Threat
0.70
@sm-gh8ef
Mar 4, 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
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
Oh no.....poor canada
Oh no.....poor canada
Expresses concern or dismay about Canada's situation regarding immigration, with ambiguous tone that could be satirical or genuine worry.
Travis-4U
Jan 28, 2026
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
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
Canada is fucked
Canada is fucked
Expresses catastrophic assessment of Canada's condition, likely in response to immigration policy, though vague in specifics.
Fear / Threat
0.70
alexmercer4515
Jan 28, 2026
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
totally indians dea**
totally indians dea**
Cryptic statement with censored language expressing negative sentiment toward Indians, suggesting threat or alarm without clear elaboration.
Fear / Threat
0.70
y6g9
Jan 29, 2026
it smells bad
it smells bad
Vague dehumanizing comment using sensory disgust as a proxy for ethnic othering.
MDC2222
Jan 28, 2026
The poop thing is fucking disgusting.....
The poop thing is fucking disgusting.....
Expresses disgust/alarm about an unspecified incident, likely referencing a stereotype or specific claim from the video.
Fear / Threat
0.70
meshackjohnson7646
Jan 29, 2026
Putin must be laughing and celebrating as he finally destroyed US and made Trump his little puppy wagging its tail to show its loyalty.
Putin must be laughing and celebrating as he finally destroyed US and made Trump his little puppy wagging its tail to show its loyalty.
Commenter expresses alarm about Putin's influence over Trump, framing it as a threat to US and implicitly to North American stability.
@Real_Madrid_4DEC1947
Mar 4, 2025
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie
I will block you.
u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Uses derogatory language and dismissive humor to express negative sentiment toward Indian immigrants, framing them as undesirable.
marcelgorskin7327
Feb 7, 2026
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Expresses security concerns about borders and frames Canada as a threat ('suspect the North'), with implicit call for stronger border enforcement.
Frosty_Tips_
Feb 7, 2026
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
Oh God help us all ??
Oh God help us all ??
Brief expression of anxiety or alarm about the situation without elaboration.
Fear / Threat
0.70
@hildaharkin
Mar 4, 2025
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
References a 'breaking point' regarding immigration, implying a threshold of tolerance has been exceeded.
Fear / Threat
0.70
St-e67
Feb 12, 2026
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Claims healthcare abuse by immigrants based on anecdotal reports from healthcare workers, expressing concern about unreported problems.
natalyvalitsky5675
Feb 27, 2026
Always sick people in canada
Always sick people in canada
Vague expression of concern about 'sick people' in Canada, suggesting demographic or health-related anxiety.
Fear / Threat
0.70
Techfield09
Jan 27, 2026
To many Indians, im from Windsor ont
To many Indians, im from Windsor ont
Personal observation from Windsor resident expressing concern about the number of Indians in Canada, framing it as excessive.
daniiii90
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)