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
It’s so gross there now!!!
It’s so gross there now!!!
Expresses disgust about a location's current state, implying demographic or cultural change has made it undesirable.
Fear / Threat
0.70
JeffCunningham-sy8qz
Sep 20, 2025
Only a few million more to go
Only a few million more to go
Sarcastically implies millions more deportations are needed, expressing demographic anxiety through dark humor.
TrevVision
Feb 18, 2026
The devil is ruining lives.....
The devil is ruining lives.....
Vague expression of threat/danger using religious language ('the devil') without specific policy reference.
@zmack1830
Mar 4, 2025
You infiltrate a Country at that Back log. Full Stop. End of Line
You infiltrate a Country at that Back log.
Full Stop.
End of Line
Uses charged language ('infiltrate') to frame immigration as an invasion or security threat, with emphasis on processing backlogs.
Fear / Threat
0.70
servicingiq
Jan 25, 2026
I'd like to see the homeless and Addicts in the Temples
I'd like to see the homeless and Addicts in the Temples
Sarcastically suggests temples are being used to house homeless people, implying concern about cultural spaces and social problems.
GonerEYA
Sep 24, 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
Militarized Migration is a weapon of war.
Militarized Migration is a weapon of war.
Frames immigration as a militarized weapon of war, expressing existential threat without evidence.
FordPickUPRed
Jun 22, 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
It’s a Trojan horse folks! And this place failed ME at math.
It’s a Trojan horse folks! And this place failed ME at math.
Uses 'Trojan horse' metaphor to express security/infiltration anxiety about immigration, with vague conspiratorial framing.
UgoFolco
Sep 27, 2025
Scarey and spooky
Scarey and spooky
Vague expression of fear and alarm using emotionally charged language ('scarey and spooky') without specific substantiation.
Fear / Threat
0.70
u.s.a.198
Sep 27, 2025
its disgusting to see
its disgusting to see
Vague expression of disgust and alarm about immigration-related content without specific justification.
Fear / Threat
0.70
MRdeLaat
Jan 27, 2026
Brampton sucks!!!
Brampton sucks!!!
Expresses negative sentiment about a Canadian city, likely implying demographic or social concerns related to immigration.
MyMelody5
Sep 29, 2025
This can not be happening
This can not be happening
Expresses alarm and distress about an unspecified situation, conveying anxiety about what is happening.
Fear / Threat
0.70
@nikkimarquez5559
Mar 4, 2025
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
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
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
They are very racist people.
They are very racist people.
Makes a negative generalization about a group's character, expressing concern or criticism about their behavior toward others.
boyiloveyouxamillion
Jan 27, 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
Trumpis attacking all of USA's allies and cozying with ALL of America's enemies !!!!\nAgent Krasnov is doing great job for his master at the Kremlin!
Trumpis attacking all of USA's allies and cozying with ALL of America's enemies !!!!\nAgent Krasnov is doing great job for his master at the Kremlin!
Expresses alarm about Trump's foreign policy and makes unsubstantiated claims about Russian influence.
@Haroun-El-Poussah
Mar 4, 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
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)