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
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Meta-Commentary
3,846 comments
Bro thinks africans have lower IQ than people with downsymdrome.... Bros just racist lmao
Bro thinks africans have lower IQ than people with downsymdrome....
Bros just racist lmao
The comment critiques a person featured in the video for making racist statements about African intelligence, calling out perceived racism.
Meta-Commentary
0.85
AllLightsVisible
Jan 27, 2026
Mild reduction...
Mild reduction...
Brief comment responding to video content without substantive argument about immigration itself.
Meta-Commentary
0.85
Nerfherder3
Jan 3, 2026
That ending was creepy as hell
That ending was creepy as hell
Direct reaction to the video's content/editing style rather than substantive commentary on immigration.
Meta-Commentary
0.85
Aedak33
Jan 27, 2026
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Critiques the video creator's editorial choices and framing style rather than discussing immigration substantively.
Meta-Commentary
0.85
Hugh_Junet
Jan 27, 2026
Dude the guy with the helmet on 05:30 is Hilarious, Telling it like it is!
Dude the guy with the helmet on 05:30 is Hilarious, Telling it like it is!
References a specific interviewee at a timestamp and praises their statement, commenting on the video content.
Meta-Commentary
0.85
MANAWAinternational
Jan 27, 2026
Really CNN. Why interrupt Trudeau during the French portion of the speech!! Connards!
Really CNN. Why interrupt Trudeau during the French portion of the speech!! Connards!
Comment criticizes CNN's editorial decision to interrupt during the French portion, focusing on the video/broadcast itself rather than immigration policy.
Meta-Commentary
0.85
@passais
Mar 4, 2025
All the people were being nice not saying what they really think.
All the people were being nice not saying what they really think.
Observation about the authenticity and candor of people featured in the video itself.
Meta-Commentary
0.85
johnferreira885
Jan 27, 2026
I dont agree but I find these interesting. Somebody talking down on McD workers will always go into my "retarded files"
I dont agree but I find these interesting. Somebody talking down on McD workers will always go into my "retarded files"
Comments on the video's content and other commenters' arguments rather than engaging with the immigration topic directly.
Meta-Commentary
0.85
hamsterpaj111
Jan 27, 2026
Can't wait to see the contrast to the speech tonight.
Can't wait to see the contrast to the speech tonight.
References the video content and anticipates a future speech comparison, commenting on the video itself.
Meta-Commentary
0.85
@curtislee5385
Mar 4, 2025
Well done deal!!! Let’s see how it works!!!
Well done deal!!! Let’s see how it works!!!
Brief reaction to the video content itself, expressing approval and anticipation for outcomes without substantive policy engagement.
Meta-Commentary
0.85
@joelamthach5812
Mar 4, 2025
This joker spews garbage as soon as opens his mouth
This joker spews garbage as soon as opens his mouth
Comment critiques the speaker/video content rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
@saurabhkhurana2272
Mar 4, 2025
Wow that was an intense ending
Wow that was an intense ending
Comment about the video itself, specifically its ending, rather than about immigration policy.
Meta-Commentary
0.85
fuddshake
Jan 27, 2026
This is how a president speaks.
This is how a president speaks.
Comment evaluates the video content (how 'a president speaks') rather than engaging with immigration policy itself.
Meta-Commentary
0.85
@alexreinert9330
Mar 4, 2025
The guy with the bike is just spitting facts, lock, stock, and two smoking barrels, what a chad.
The guy with the bike is just spitting facts, lock, stock, and two smoking barrels, what a chad.
Comments on a specific person featured in the video, praising their statements without substantive engagement with immigration discourse.
Meta-Commentary
0.85
Madroxx112
Jan 27, 2026
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Comment about video content and a person named Tyler, unrelated to immigration policy or discourse.
Meta-Commentary
0.85
JollUsARoint
Jan 27, 2026
I love the guy on the bike 😅
I love the guy on the bike 😅
Brief comment about a person featured in the video, expressing casual appreciation.
Meta-Commentary
0.85
FireThemAll
Jan 27, 2026
This guy recently resigned by the way.
This guy recently resigned by the way.
Factual statement about a political figure's resignation; appears to be clarifying information about the video's subject matter.
Meta-Commentary
0.85
@Bash-245
Mar 4, 2025
This dude resigned. Why is he still speaking????
This dude resigned. Why is he still speaking????
Questions why a resigned official is still speaking publicly, critiquing the relevance or legitimacy of the video content.
@i_tearespect8190
Mar 4, 2025
wtf this is crazy
wtf this is crazy
Brief reaction to the video content itself without substantive engagement with immigration topic.
Meta-Commentary
0.85
Unown_B
Jan 27, 2026
THAT WHITE GUY IS GREAT
THAT WHITE GUY IS GREAT
Comment references a person in the video rather than discussing immigration policy or issues.
Meta-Commentary
0.85
funnytubeshortsREAL
Jan 27, 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)