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
Meta-Commentary
3,846 comments
Epstein island part 2 when?
Epstein island part 2 when?
Comment about the video/channel itself, making a reference to the content rather than engaging with immigration discourse.
Meta-Commentary
0.85
thepower0013
Feb 3, 2026
Pause it for Israel ???not Ukrainie
Pause it for Israel ???not Ukrainie
Comments on the video's content priorities, questioning why Israel receives focus over Ukraine.
Meta-Commentary
0.85
@Travlerbeing
Mar 4, 2025
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Critiques the video's thumbnail design and framing as agenda-driven while defending the actual location shown.
himanshu7056
Feb 3, 2026
bro how racist can you be why is the thumbnail like that
bro how racist can you be why is the thumbnail like that
Commenter critiques the video's thumbnail as racist, making a judgment about the video's presentation rather than immigration policy itself.
Namo-Buddha67
Feb 3, 2026
Old bike dude is an idiot!
Old bike dude is an idiot!
The comment critiques a person featured in the video rather than engaging with immigration policy or broader themes.
Meta-Commentary
0.85
Monieeetreee
Feb 3, 2026
That guy that said 'im as racist as the next guy' seems to be in fact MORE racist than the next guy.
That guy that said 'im as racist as the next guy' seems to be in fact MORE racist than the next guy.
Commenter critiques another person's statement about racism, focusing on the video content and other commenters rather than substantive immigration discussion.
joedoe7839
Feb 3, 2026
Jeets couldn't silence him by taking this video down lol.
Jeets couldn't silence him by taking this video down lol.
Comment references the video itself and platform dynamics (censorship/takedown), not the immigration topic.
Meta-Commentary
0.85
LongDistance22
Feb 3, 2026
Why was this taken down and reposted again??!!! You ok? Did the Indian government come for you? As a Canadian in the GTA we thank you for making this masterpiece ❤
Why was this taken down and reposted again??!!! You ok? Did the Indian government come for you? As a Canadian in the GTA we thank you for making this masterpiece ❤
Comments on the video's removal and reposting, speculates about censorship, and praises the creator.
sarah-z8t1f
Feb 3, 2026
It’s back!!!! The j33t mass report didn’t work!!!!
It’s back!!!! The j33t mass report didn’t work!!!!
Comment references a mass report action against the video/channel, discussing platform moderation rather than immigration policy.
Meta-Commentary
0.85
mattm8092
Feb 3, 2026
It's wild how many people were afraid to elaborate on why things have gotten worse.
It's wild how many people were afraid to elaborate on why things have gotten worse.
Comment critiques the video/interviewer for not pressing subjects to elaborate on their claims, focusing on the discourse itself rather than immigration policy.
Meta-Commentary
0.85
Gryph201
Jan 29, 2026
This guy needs to get a life and a real job
This guy needs to get a life and a real job
Personal attack on the video creator rather than engagement with immigration policy or content.
Meta-Commentary
0.85
yonahcitron226
Feb 3, 2026
This Dude is Cool.as Shit
This Dude is Cool.as Shit
Comment expresses approval of the video subject/speaker rather than engaging with immigration policy content.
Meta-Commentary
0.85
@majesticm.c.a.5633
Mar 4, 2025
???????????????
???????????????
Question marks alone suggest confusion or skepticism about the video content itself.
Meta-Commentary
0.85
@thepowersofone2570
Mar 4, 2025
Thumbnail 😂😂😂😂
Thumbnail 😂😂😂😂
Commenter reacts to the video's thumbnail with laughter emojis, directly commenting on the video's visual presentation.
Meta-Commentary
0.85
RSPLBYCRTR
Feb 3, 2026
come and talk face to face coward.
come and talk face to face coward.
Comment addresses another commenter directly, challenging them to engage in person rather than discussing substantive content.
Meta-Commentary
0.85
@Kokkittoooo
Mar 4, 2025
Idiot on the bike may be the dumbest person I’ve ever listened to.
Idiot on the bike may be the dumbest person I’ve ever listened to.
A personal insult directed at someone in the video, constituting commentary about the speaker rather than engagement with immigration discourse.
Meta-Commentary
0.85
ZNHsDAD
Jan 29, 2026
That can’t be real a Tuktuk on the highway
That can’t be real a Tuktuk on the highway
Skepticism about the authenticity or realism of the video content shown.
Meta-Commentary
0.85
CostaApostolou
Jan 27, 2026
The over weight guy on the bike was racist and uneducated.
The over weight guy on the bike was racist and uneducated.
Makes a judgment about someone shown in the video, characterizing their behavior and intelligence based on video content.
Meta-Commentary
0.85
DominoeTiger
Jan 29, 2026
The guy on the bike kept it STRAIGHT, NO CHASER.
The guy on the bike kept it STRAIGHT, NO CHASER.
Colloquial praise of someone in the video using slang, commenting on the video content.
EricaYE6
Jan 29, 2026
why is he so performative? Just speak and stop trying to win an oscar
why is he so performative? Just speak and stop trying to win an oscar
Comment critiques the speaker's presentation style and delivery rather than engaging with immigration content.
Meta-Commentary
0.85
@NerdFoxx
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)