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
We need ice here too.
We need ice here too.
Cryptic comment appears to reference something in the video itself rather than engaging with immigration discourse substantively.
Meta-Commentary
0.75
mattjohn6819
Aug 25, 2025
Trump the Felon ......okkk
Trump the Felon ......okkk
Brief dismissive comment about Trump with sarcastic tone, functioning as meta-commentary on the video's subject matter rather than substantive argument.
NaryauCielo
Dec 9, 2025
Go back to Jesus go back to the lord pray talk to the lord he will help
Go back to Jesus go back to the lord pray talk to the lord he will help
Off-topic religious exhortation unrelated to the immigration discussion, appears to be spam-like commentary.
Meta-Commentary
0.75
dawnwheeler432
Aug 25, 2025
wtf did bro get himself into
wtf did bro get himself into
Vague reaction to video content, questioning what the subject got involved in.
Meta-Commentary
0.75
millz7484
Jan 27, 2026
Meanwhile Shortfatotaku dev: Yes but DRUMPFFFF
Meanwhile Shortfatotaku dev: Yes but DRUMPFFFF
References another content creator's response in a dismissive, sarcastic tone; commentary about online discourse rather than immigration itself.
pedrogorostiza6703
Jan 27, 2026
Edison New jersey next
Edison New jersey next
Brief reference to a location mentioned in the video, appears to be commenting on video content rather than substantive immigration discourse.
Meta-Commentary
0.75
ChthonicAbyss
Jan 27, 2026
That guy has 2 bikelocks. Looks like the netherlands
That guy has 2 bikelocks.
Looks like the netherlands
Observes details in the video (bike locks) and makes a comparative reference to the Netherlands based on visual cues.
Sadik15B
Jan 27, 2026
I like bike guy but someone tell him grape is huge and cultural in India
I like bike guy but someone tell him grape is huge and cultural in India
Commenter critiques the video creator's cultural knowledge while offering a correction, focusing on the video's content accuracy.
TazXtz
Jan 27, 2026
I thought he resigned lol! His bosses are making him act
I thought he resigned lol! His bosses are making him act
Speculative comment about Trudeau's resignation status and motivations, treating the video/situation as subject of commentary.
@lensperspective9753
Mar 4, 2025
They're playing good cop bad cop. Who's the victim? Both people
They're playing good cop bad cop. Who's the victim? Both people
Comments on the dynamics and framing of the video/discussion itself rather than substantive policy or immigration issues.
Meta-Commentary
0.75
@myjohnplatt
Mar 4, 2025
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Commenter critiques the video creator's editorial choices and framing, questioning why negative imagery of Punjab was shown after a positive statement.
mojeed3181
Jan 27, 2026
CNN is full of crap
CNN is full of crap
Dismissive criticism of CNN as a news source, commenting on media credibility rather than immigration policy.
Meta-Commentary
0.75
@davidelliott1853
Mar 4, 2025
It's about damn time Bramladesh gets exposed!
It's about damn time Bramladesh gets exposed!
References the video content ('gets exposed') with apparent approval, commenting on the video's subject matter rather than substantive immigration discussion.
BK-mv5wo
Jan 27, 2026
Oh boy, he loves this lol.
Oh boy, he loves this lol.
Observation about Trudeau's apparent enjoyment or comfort with the situation, commenting on his demeanor rather than the substance.
Meta-Commentary
0.75
@alukaa6903
Mar 4, 2025
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans …
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans have IQs below 70. Yet somehow these people are "taking over his country" while he can't even land a job.
Not being racist here – he called himself white trash.
Commentary on other commenters' arguments and character, critiquing anti-immigrant rhetoric by describing a stereotypical commenter.
thenewguy2006
Jan 27, 2026
Regretfully; you are Speed-Babbling ... ! ??
Regretfully; you are Speed-Babbling ... ! ??
Criticism of the speaker's delivery style and presentation rather than substantive policy content.
Meta-Commentary
0.75
@johnnyeveritt5695
Mar 4, 2025
Global is propaganda why air this now? When its been happening for years?
Global is propaganda why air this now? When its been happening for years?
Questions the media outlet's credibility and timing of coverage, suggesting bias or propaganda.
KJBreu
Feb 18, 2026
Oh Jason Kenny the cuck bye
Oh Jason Kenny the cuck bye
Uses derogatory language and sarcasm to dismiss a political figure mentioned in the video, combining personal attack with dismissive commentary.
bridgitfrostad4962
Feb 18, 2026
Try adding another zero Global tv
Try adding another zero Global tv
Comment directed at 'Global tv' (the broadcaster) critiquing the video itself rather than immigration policy.
Meta-Commentary
0.75
Stonesour1
Feb 18, 2026
Same old story, if we only look for the desired result, the cause remains unchanged...
Same old story, if we only look for the desired result, the cause remains unchanged...
Philosophical observation about the video's argument structure, suggesting the discussion misses root causes.
Meta-Commentary
0.75
terryjones7299
Feb 17, 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)