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
those + semi truck = road missile
those + semi truck = road missile
Cryptic reference to immigrants and vehicles as weapons/threats, combining dark humor with security anxiety.
monsieurnitro855
Jan 27, 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
I wonder when Trump will send Forces to Canada and arrest him.
I wonder when Trump will send Forces to Canada and arrest him.
Expresses anxiety about foreign military intervention and arrest, while implicitly comparing Canada's vulnerability to American strength.
Petercrossed
Jan 4, 2026
And there's nothing we can do
And there's nothing we can do
Expresses helplessness and fatalism about an unspecified threat, conveying anxiety about inability to take action.
Fear / Threat
0.70
@itsme20
Mar 4, 2025
Finding a Trafficker on Instagram is insane bro.
Finding a Trafficker on Instagram is insane bro.
Expresses concern about trafficking danger, though vague and potentially off-topic to immigration discussion.
Fear / Threat
0.70
Humanoidfreak
Feb 13, 2026
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Expresses security concern about aggression from a specific ethnic group, masked with laughing emojis as attempted humor.
DJ4712DC
Jan 27, 2026
After all is said and down, who will win? Vladimir putin ?
After all is said and down, who will win? Vladimir putin ?
Expresses concern about geopolitical threat and outcome uncertainty, framing Putin as a potential winner in the conflict.
Fear / Threat
0.70
@icanwecanjawi8768
Mar 4, 2025
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
Expresses concern about decline and lack of progress, framing the situation as troubling rather than merely comparative.
@azae00Vids
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
Trump is nothing but a cowardly puppet of Putin
Trump is nothing but a cowardly puppet of Putin
Makes an unsubstantiated claim about Trump being controlled by Putin, framing him as a threat/puppet.
@geosmith3436
Mar 4, 2025
Купи нож больше и газовый баллон и пистолет
Купи нож больше и газовый баллон и пистолет
Russian text appearing to reference weapons and violence; likely incitement or threat-related content expressing extreme alarmism.
xasmoy
Feb 8, 2026
It's disgusting
It's disgusting
Expresses strong disapproval without elaboration, likely conveying disgust at immigration or demographic change, suggesting underlying anxiety or threat perception.
bradbeard1930
Feb 8, 2026
This is fucking infuriating man.
This is fucking infuriating man.
Expresses strong emotional distress about immigration policy without specifying details, suggesting underlying anxiety or alarm.
Fear / Threat
0.70
aydon1276
Feb 24, 2026
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by …
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by the military.
Speculative claim about potential assassination or military overthrow expresses threat/danger anxiety without evidence.
@napoleonbonaparte4410
Mar 4, 2025
Lee Harvey Oswald, your country needs you!??
Lee Harvey Oswald, your country needs you!??
Cryptic reference invoking a historical assassin, expressing extreme threat perception and desperation about the current political situation.
Fear / Threat
0.70
@hugostiglitz6914
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
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to …
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to get Canada. Because if we gotta do World War 3. Come on, we'll play the game. We'll put our cards on the table. Trump
Expresses alarm about Trump's intentions and invokes national defense rhetoric, suggesting threat to Canada and willingness for conflict.
@lornabrown-x7s
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
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
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
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)