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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Meta-Commentary
3,846 comments
Buddy on the bike is such racist arshole!
Buddy on the bike is such racist arshole!
Comment directly addresses another person in the video, making a judgment about their character.
Meta-Commentary
0.85
agentsmith8379
Jan 27, 2026
Tyler is super brave, I love when he exploits these cults and takeovers tha locals hate
Tyler is super brave, I love when he exploits these cults and takeovers tha locals hate
Comment references the video creator Tyler and his content approach, focusing on the video itself rather than immigration policy.
Meta-Commentary
0.85
monzersaid
Jan 27, 2026
16:00 AI slops
16:00 AI slops
Comment critiques video content quality at a specific timestamp.
Meta-Commentary
0.85
RajivGhosh-ju1er
Jan 27, 2026
"I am in the middle of Montreal, 30 minutes away from the border". Dude, have you looked at the map?
"I am in the middle of Montreal, 30 minutes away from the border".
Dude, have you looked at the map?
Factual correction of a claim made in the video, questioning the accuracy of geographic information presented.
samk.2377
Jan 27, 2026
i gotta say. this was kinda stupid to do brother
i gotta say. this was kinda stupid to do brother
Commenter critiques the video creator's approach or decision-making regarding the video content, not the immigration policy itself.
Meta-Commentary
0.85
jaythealchemist
Jan 27, 2026
bro i missed out on tyler coming to canada :(
bro i missed out on tyler coming to canada :(
Personal reaction to missing an event (Tyler's visit to Canada) referenced in the video content.
Meta-Commentary
0.85
suinaldogaming1
Jan 27, 2026
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
Comment critiques other commenters and the video's comment section, with a dismissive framing of 'Americans' as a group.
@johngraham7
Mar 4, 2025
5:27 bro is literally me
5:27 bro is literally me
References a specific timestamp and personal identification with someone featured in the video.
Meta-Commentary
0.85
look_into_it
Jan 27, 2026
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a …
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a saint. This is like if Morton Downey Jr. was a youtuber.
Primarily critiques the video creator's journalistic practices and motivations, with secondary criticism of their approach to cultural representation.
CritCommanda
Jan 27, 2026
Great speech!
Great speech!
Brief positive reaction to the video/speaker without substantive policy or immigration discussion.
Meta-Commentary
0.85
@EgbertSchelhaas
Mar 4, 2025
Do these interviews in any city in Ontario. Same answers lol. It’s not even funny anymore.
Do these interviews in any city in Ontario. Same answers lol. It’s not even funny anymore.
Commenter critiques the video content itself, suggesting repetitive interviews across Ontario with similar responses.
Meta-Commentary
0.85
JohnnyWinslow15
Jan 27, 2026
Yo man in my city never get to see you
Yo man in my city never get to see you
A personal comment to the video creator about not seeing them in the commenter's city, unrelated to immigration substance.
Meta-Commentary
0.85
dancehallmojomusicreviews5884
Jan 27, 2026
That undercover conversation with the trafficker in the car was so disjointed and strange that it seemed like a nonsensical conversation from a dream.
That undercover conversation with the trafficker in the car was so disjointed and strange that it seemed like a nonsensical conversation from a dream.
Critiques the quality and coherence of a specific scene in the video itself.
Meta-Commentary
0.85
BeacomOfLight
Jan 27, 2026
Tyler def browses /pol/ he based
Tyler def browses /pol/ he based
Comments on the video creator's apparent ideology and online community affiliations, analyzing the speaker rather than the topic.
Meta-Commentary
0.85
MikSane
Jan 27, 2026
CNN but you encouraged trump so you are just as culpabale
CNN but you encouraged trump so you are just as culpabale
Criticizes CNN's role in covering/encouraging Trump, directing blame at the media outlet itself rather than discussing immigration policy.
Meta-Commentary
0.85
@DigitalProReview
Mar 4, 2025
5:10 i like this guy. Wish everyone could be this honest
5:10 i like this guy. Wish everyone could be this honest
Comment evaluates the video creator's honesty and character, directly addressing the person featured in the video.
Meta-Commentary
0.85
madmaxxxx876
Jan 27, 2026
This man is right
This man is right
Brief agreement with the video speaker without substantive content; functions as commentary on the video itself.
Meta-Commentary
0.85
@MichaelRoberts-sg3fo
Mar 4, 2025
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
Commenter expresses excitement about the video's release with casual language and emoji, indicating engagement with the content itself.
Kier9995
Jan 27, 2026
Is this a sympathy piece!?
Is this a sympathy piece!?
Commenter is questioning the framing and bias of the video itself rather than discussing immigration policy.
Meta-Commentary
0.85
Coleworldyeg
Jan 19, 2026
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
Critiques the video creator's judgment by questioning whether a featured person is genuinely an immigrant, combining commentary on the video with sarcasm.
Past_Tense154
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)