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
Oh bigot found more to be bigot
Oh bigot found more to be bigot
Comment directly addresses another commenter, accusing them of bigotry rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
nishantkk1177
Jan 29, 2026
Yo u gave that racist guy way 2 much screen time 🙄🤔
Yo u gave that racist guy way 2 much screen time 🙄🤔
Comment critiques the video's editorial choice to feature a particular person rather than discussing immigration policy itself.
Meta-Commentary
0.85
Luther40
Jan 29, 2026
Are you kidding me w these CNN commentators? Not Wolf, but wtf w the others? Where is unbiased, nonpartisan reporting? No more legacy media for me
Are you kidding me w these CNN commentators? Not Wolf, but wtf w the others? Where is unbiased, nonpartisan reporting? No more legacy media for me
Criticism of CNN commentators and media coverage rather than immigration policy itself.
@3devv4
Mar 4, 2025
Shut up CNN. Let a real president (Prime Minister) speak. Your commentary is insignificant and irrelevant.\n\nThank you Mr. Trudeau.\n\n- An ashamed US citizen
Shut up CNN. Let a real president (Prime Minister) speak. Your commentary is insignificant and irrelevant.\n\nThank you Mr. Trudeau.\n\n- An ashamed US citizen
Primarily critiques CNN's role in the video/commentary while asserting identity as a US citizen expressing shame, mixing meta-commentary about the media with identity positioning.
@richierey6904
Mar 4, 2025
Can you stop fucking saying poonjabi and hanooman ffs dumbass.
Can you stop fucking saying poonjabi and hanooman ffs dumbass.
Criticizes the video creator's pronunciation and presentation style rather than addressing immigration substance.
Meta-Commentary
0.85
Brobooke
Jan 29, 2026
Uh oh, wait until papagut has a temper tantrum after seeing this video
Uh oh, wait until papagut has a temper tantrum after seeing this video
Comment references another commenter ('papagut') and predicts their reaction, focusing on the social dynamics of the comment section rather than immigration itself.
traviskurtz1244
Jan 29, 2026
You are an dangerously racist Tyler!
You are an dangerously racist Tyler!
Directly addresses the video creator ('Tyler'), accusing them of racism, functioning as commentary on the video/creator rather than substantive immigration discourse.
burakakin1985
Jan 29, 2026
Guy at 2:05 should be a model for what to do
Guy at 2:05 should be a model for what to do
References a specific timestamp in the video and comments on someone's behavior as exemplary.
Meta-Commentary
0.85
crockbrown5316
Jan 29, 2026
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Commenter critiques the video itself, specifically its thumbnail and clickbait presentation.
Meta-Commentary
0.85
ShreenidhiNvbd
Jan 29, 2026
Cnn rating are in toilet...
Cnn rating are in toilet...
Comment about CNN's ratings rather than substantive policy or immigration content.
Meta-Commentary
0.85
@cherrymilky9743
Mar 4, 2025
Great speach
Great speach
Brief comment evaluating the speech itself rather than engaging with substantive content.
Meta-Commentary
0.85
@maryjoan4128
Mar 4, 2025
You found a very racist white on your video. Congratulations.
You found a very racist white on your video. Congratulations.
Comment about another commenter's perceived racism, critiquing the video's content and audience rather than discussing immigration policy.
Meta-Commentary
0.85
batosato
Jan 29, 2026
It should be obvious to all by now that Trump is either insane, a Russian agent or both IMHO. Time for 25th Amendment & a ride to the funny farm for Trump.
It should be obvious to all by now that Trump is either insane, a Russian agent or both IMHO. Time for 25th Amendment & a ride to the funny farm for Trump.
Comment about Trump's mental state and fitness for office is off-topic to Canadian immigration policy and functions as meta-commentary on U.S. politics.
Meta-Commentary
0.85
@MT-he9fy
Mar 4, 2025
dudes farming off hate , what a fucking loser.
dudes farming off hate , what a fucking loser.
Criticizes the video creator's motives and character, commenting on the content production itself rather than immigration policy.
Meta-Commentary
0.85
gravisverycool
Jan 29, 2026
The Whyte guy talking is absolute trash..🚮 he sounds like he has an IQ of 20 and yet he talks down on ppl with 70’s.. what a buffoon..
The Whyte guy talking is absolute trash..🚮 he sounds like he has an IQ of 20 and yet he talks down on ppl with 70’s.. what a buffoon..
Personal attack on a person appearing in the video, criticizing their intelligence and demeanor rather than addressing immigration policy.
Meta-Commentary
0.85
fredandjaytv
Jan 27, 2026
12:39 😅 journalism? This guy is retarded! 😂
12:39 😅 journalism? This guy is retarded! 😂
The comment critiques the video creator's journalism skills and credibility, attacking the person rather than discussing immigration policy.
Meta-Commentary
0.85
AdrianHertz
Jan 28, 2026
Cyclist doesn’t realise he’s actually falling for propaganda
Cyclist doesn’t realise he’s actually falling for propaganda
The commenter critiques the reasoning or perspective of someone featured in the video (the cyclist).
Meta-Commentary
0.85
KR-rs2wk
Jan 28, 2026
The guy with the bike is so funny
The guy with the bike is so funny
Comment references a specific moment in the video ('the guy with the bike') and expresses amusement, focusing on the video content rather than immigration policy.
chachicorbella4961
Jan 28, 2026
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Comment about the video channel itself, noting perceived increase in racist content while expressing continued viewership.
Meta-Commentary
0.85
CYB3RN4UT
Jan 27, 2026
16:06 he was saying lemme talk to u
16:06 he was saying lemme talk to u
Comment references a specific moment in the video (16:06) and describes what someone was saying, focusing on the video content itself.
Meta-Commentary
0.85
Mann-s4r
Jan 29, 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)