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
Biker just DGAF and I'm all for it
Biker just DGAF and I'm all for it
Comment about a person in the video ('Biker') and their attitude, not about immigration policy itself.
Meta-Commentary
0.90
Gamer4672
Jan 27, 2026
BRO U WERE NEXT TO MY SCHOOL
BRO U WERE NEXT TO MY SCHOOL
Personal observation about video location near commenter's school, focused on the video content itself.
Meta-Commentary
0.90
edits.5khi
Feb 13, 2026
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Criticizes the video's reporting quality and editorial choices rather than addressing immigration substance.
Meta-Commentary
0.90
jf7882
Dec 24, 2025
CNN ???? how's that audience going for you\n??
CNN ???? how's that audience going for you\n??
Questions about CNN's audience performance, commenting on the media outlet rather than immigration policy.
Meta-Commentary
0.90
@KCC1956
Mar 4, 2025
I was literally just considering begging tyler to come to canada to cover this
I was literally just considering begging tyler to come to canada to cover this
Comment about the video creator and requesting similar content coverage.
Meta-Commentary
0.90
TheShpeeps
Jan 27, 2026
RACSIST VIDEO
RACSIST VIDEO
Comment critiques the video itself as racist rather than engaging with immigration content substantively.
Meta-Commentary
0.90
FlamGram
Jan 27, 2026
The driver guy is speaking Telugu. Same language as googles CEO
The driver guy is speaking Telugu. Same language as googles CEO
Observational comment about a detail in the video (language spoken), not engaging with immigration discourse substantively.
Meta-Commentary
0.90
shredderz3w
Jan 27, 2026
i thot this turd had resigned
i thot this turd had resigned
Comment about Trudeau's resignation status is meta-commentary on political events rather than substantive discourse on immigration.
Meta-Commentary
0.90
@mtube620
Mar 4, 2025
Holy Refresh pull
Holy Refresh pull
Brief, cryptic reference to video content or technical issue ('Refresh pull'), commenting on the video itself rather than immigration.
Meta-Commentary
0.90
Coopers_Creations
Jan 27, 2026
shouldve used meta glasses
shouldve used meta glasses
Comment critiques the video production choice (camera equipment), directly addressing the video itself rather than immigration content.
Meta-Commentary
0.90
levyyjenkins
Jan 27, 2026
The way you include your Ad in the video is disgusting !?? I just unsuscribed
The way you include your Ad in the video is disgusting !?? I just unsuscribed
Criticizes the video's advertising practices and announces channel unsubscription.
Meta-Commentary
0.90
@sanjiv7089
Mar 4, 2025
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
Critique of the video's editorial choice to include a particular interviewee.
Meta-Commentary
0.90
CorgiCore
Jan 27, 2026
He spoke Donald instead of Presedent Donald Sir. ???
He spoke Donald instead of Presedent Donald Sir. ???
Critiques the speaker's word choice and protocol in addressing a political figure, focusing on the video content itself.
Meta-Commentary
0.90
@Rahul.boss0007
Mar 4, 2025
She’s a tough conservative 👍
She’s a tough conservative 👍
Brief comment about a person mentioned in the video, expressing approval without substantive engagement with immigration policy.
Meta-Commentary
0.90
giratina491
Jan 4, 2026
Finally someone that understands
Finally someone that understands
Generic agreement statement with no substantive engagement with immigration discourse; appears to be affirming the video creator's perspective.
Meta-Commentary
0.90
Penguinman9876
Jan 27, 2026
0:23 this guy is hilarious hahahahaha
0:23 this guy is hilarious hahahahaha
Comment about the video content itself, referencing a specific timestamp and reacting to a person in the video.
Meta-Commentary
0.90
Hitlersson1019
Jan 27, 2026
Governor Trudeau
Governor Trudeau
Brief comment critiquing Trudeau's title/role, functioning as commentary on the speaker rather than substantive policy discussion.
Meta-Commentary
0.90
@Unknown_Web_User
Mar 4, 2025
Do Australia next
Do Australia next
Request directed at the content creator to produce similar content about another country.
Meta-Commentary
0.90
eclipsez0r
Jan 27, 2026
Nothing to see here
Nothing to see here
Dismissive comment about the video content itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.90
AndreChandler
Dec 27, 2025
I see you still haven't hired any real journalists
I see you still haven't hired any real journalists
Criticizes the video creator/channel's journalistic credibility rather than engaging with immigration policy content.
Meta-Commentary
0.90
davidingram2537
Jan 20, 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)