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
Uncle on bike is definitely a groyper
Uncle on bike is definitely a groyper
Makes an observation about a person visible in the video, using coded political terminology.
Meta-Commentary
0.75
podcatchannels2292
Feb 7, 2026
The clown of Canada, kicked out of his own party. Why is he still speaking l??
The clown of Canada, kicked out of his own party. Why is he still speaking l??
Dismissive commentary about the speaker's credibility and political status rather than engaging with immigration substance.
@tymciach5003
Mar 4, 2025
BASED journalism at its finest folks.
BASED journalism at its finest folks.
Sarcastically praises the video's journalism quality, likely critiquing the content through ironic commentary.
philolson5110
Feb 24, 2026
CNN happy and supportive of Black Face himself. Not Surprised!
CNN happy and supportive of Black Face himself. Not Surprised!
Comment criticizes CNN's editorial stance on the video/topic while making a partisan identity claim about media bias.
@TripleAstyle1
Mar 4, 2025
Bravo Trudeau ?
Bravo Trudeau ?
A brief, sarcastic comment about Trudeau that appears to be commentary on the video or discussion rather than substantive argument.
Meta-Commentary
0.75
@markletterie7914
Mar 4, 2025
You bloody bastard
You bloody bastard
Insult directed at another commenter or the video creator, functioning as meta-level engagement rather than substantive discourse.
Meta-Commentary
0.75
AradhyMishra-z9k
Feb 3, 2026
This guy and his goof troop
This guy and his goof troop
Brief dismissive comment about Trump and his associates, functioning as commentary on the political figures discussed rather than substantive argument.
Meta-Commentary
0.75
@logans.507
Mar 4, 2025
What about the invasion of the whiteman! Racist ass Tyler
What about the invasion of the whiteman! Racist ass Tyler
Brief comment addressing the video creator ('Tyler') with a counter-argument about historical colonialism, functioning as both meta-commentary and moral critique.
MrGeorgehustles
Jan 27, 2026
Do not redeem!
Do not redeem!
Cryptic comment about the video content itself, likely referring to video authenticity or recommendation.
Meta-Commentary
0.75
donaldodiaz4012
Jan 27, 2026
Who give a damm about him,dont bark,just start the gsme?
Who give a damm about him,dont bark,just start the gsme?
Dismissive comment about the video/discussion itself, urging to move on to action rather than talk.
Meta-Commentary
0.75
@anthonyta3369
Mar 4, 2025
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Personal attack on creator for using inflammatory language and stereotyping, with threat of violence.
SamWasserman-k5s
Feb 7, 2026
Dumb Donald beach slapped by two world leaders… I don’t think all the world leaders are wrong and just dd & ptin are correct.
Dumb Donald beach slapped by two world leaders… I don’t think all the world leaders are wrong and just dd & ptin are correct.
Comment critiques the video/speech itself and other commenters' perspectives rather than engaging with immigration policy directly.
Meta-Commentary
0.75
@isaacgarza3307
Mar 4, 2025
They ignored me lol how’s it feel lol
They ignored me lol how’s it feel lol
References being ignored by video creators or commenters, making meta-commentary about interaction within the comment section.
Meta-Commentary
0.75
justinbumpers3826
Feb 6, 2026
am I trippin or that fat ass bike man said sub Sahara africa have IQ under 70.
am I trippin or that fat ass bike man said sub Sahara africa have IQ under 70.
Commenter questions whether a video subject made a racist claim about IQ, focusing on what was said in the video rather than substantive debate.
Wisdom_empire369t
Feb 13, 2026
This is definitely spreading hate through media
This is definitely spreading hate through media
Critiques the video itself for spreading hate rather than engaging with immigration policy substance.
Meta-Commentary
0.75
TravelTaleFun
Feb 25, 2026
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
Comment discusses Trump's communication style and behavior patterns, focusing on how he addresses other leaders rather than engaging with the video's substantive content.
Meta-Commentary
0.75
@vocal-hm3yo
Mar 4, 2025
5:27 friendly and nice, those are the same thing.
5:27 friendly and nice, those are the same thing.
Comment critiques the video's language use or framing rather than engaging with immigration substance.
Meta-Commentary
0.75
nickevershedmusic27
Mar 2, 2026
15:39 I SUPPORT ICE
15:39 I SUPPORT ICE
References a specific timestamp in the video and expresses support for ICE (likely U.S. Immigration and Customs Enforcement), commenting on video content.
Meta-Commentary
0.75
quickdemon18
Feb 4, 2026
So you're one of those people who talk in a weird accent when conversing with people who are foreign or who speak a different language. So bizarre and weird that you can't just talk in …
So you're one of those people who talk in a weird accent when conversing with people who are foreign or who speak a different language. So bizarre and weird that you can't just talk in your normal accent.
Critiques the video creator's behavior and communication style rather than discussing immigration policy itself.
Meta-Commentary
0.75
General_Junkie
Jan 28, 2026
Damn what a trash channel. White supremacist latin….. You can’t make this ish up!
Damn what a trash channel. White supremacist latin….. You can’t make this ish up!
Criticism of the channel itself and its perceived ideological stance, with accusatory framing.
mozbius
Feb 3, 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)