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
“Blistering”? ?????????????????????????????
“Blistering”? ?????????????????????????????
Questions the video's characterization of the speech as 'blistering,' commenting on the framing rather than the content.
Meta-Commentary
0.85
@gerrimcgrath6878
Mar 4, 2025
Did somebody say something? Who’s that guy again?
Did somebody say something? Who’s that guy again?
Comment questions the video content or previous commenter rather than engaging with immigration topic.
Meta-Commentary
0.85
@TheTruthDetector
Mar 4, 2025
Stop crying!
Stop crying!
Dismissive comment directed at other commenters or the general discourse, not substantive engagement with immigration policy.
Meta-Commentary
0.85
@qball6520
Mar 4, 2025
As usual, it's the most poorly informed, inarticulate, and blatantly dishonest commenters who support Trump.
As usual, it's the most poorly informed, inarticulate, and blatantly dishonest commenters who support Trump.
Critique of other commenters' intelligence and honesty rather than substantive policy discussion.
Meta-Commentary
0.85
@BeforeAndAfterScience
Mar 4, 2025
The French part is slightly different from the English part. I think it is also important to understand the Canadian messages crystal clear by hearing the full speech.
The French part is slightly different from the English part. I think it is also important to understand the Canadian messages crystal clear by hearing the full speech.
Comments on the video content itself, noting differences between French and English versions and requesting clarity on the speech.
@harumarina0320
Mar 4, 2025
It is quite something when a Canadian Prime Minister is the one to deliver a State of the Union Address.
It is quite something when a Canadian Prime Minister is the one to deliver a State of the Union Address.
Comment observes and remarks on the unusual nature of the video content itself (a Canadian PM delivering a State of the Union Address).
Meta-Commentary
0.85
@kevin.keen.socialmedia
Mar 4, 2025
Keep telling yourself and believing that Trump isn't in Putin's pocket. It's so crystal clear when you stop thinking like a cult member.
Keep telling yourself and believing that Trump isn't in Putin's pocket. It's so crystal clear when you stop thinking like a cult member.
Comment about other commenters' thinking patterns and beliefs rather than engaging with immigration policy or the video content directly.
Meta-Commentary
0.85
@smokinjoe45
Mar 4, 2025
He could have said this to Trumps face but yea ok!
He could have said this to Trumps face but yea ok!
Critiques the speaker's choice to make statements in a video rather than directly to Trump, commenting on the communication method itself.
Meta-Commentary
0.85
@FocusedHands
Mar 4, 2025
A real man has spoken! Firm, intelligent, calm, determined - that's a LEADER!
A real man has spoken! Firm, intelligent, calm, determined - that's a LEADER!
Evaluates the speaker's personal qualities and leadership style rather than addressing substantive policy.
Meta-Commentary
0.85
@0519Lena
Mar 4, 2025
you are lier you going whit usa lier lier jajajajajaj
you are lier you going whit usa lier lier jajajajajaj
Accusation directed at the video creator/speaker about their credibility and alignment, with dismissive tone.
Meta-Commentary
0.85
@tomasramirez1362
Mar 4, 2025
Shut up and play the press questions.
Shut up and play the press questions.
Comment critiques the video content or format rather than engaging with the substantive topic.
Meta-Commentary
0.85
@keyjam9
Mar 4, 2025
too much talk about drugs
too much talk about drugs
Comment critiques the video content itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
@IamJacksColon4
Mar 4, 2025
Bye bye Duran Duran. The Reflex
Bye bye Duran Duran. The Reflex
References a song title unrelated to the video content, appearing to be off-topic commentary.
Meta-Commentary
0.85
@Hilt1now666
Mar 4, 2025
Why are you just blocking traffic for a video.
Why are you just blocking traffic for a video.
Comment critiques the video's content or production choices rather than engaging with immigration topic.
Meta-Commentary
0.85
C9Tex
Jan 29, 2026
The video editing is super cheap, looks like a bunch of random kaleidoscoped AI shots. The story also seems fake.
The video editing is super cheap, looks like a bunch of random kaleidoscoped AI shots. The story also seems fake.
Critiques the video's production quality and suggests the story is fabricated, commenting on the video itself rather than immigration policy.
nonanteseptante
Jan 27, 2026
Tyler found a racist guy on a bike and built a video around it
Tyler found a racist guy on a bike and built a video around it
Critiques the video's editorial framing as cherry-picking a single controversial subject to build a narrative.
MHEPPNER
Jan 27, 2026
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with …
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with no reliable facts. Better to keep your videos in the drafts
You’re not going to be considered journalistic with this type of slop. Good luck surpassing actual news companies with this shit
Critiques the video/channel itself for bias and lack of journalistic standards; includes moral judgment about editorial integrity.
Uh.umuhhhh
Sep 20, 2025
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
What a sad guy you are. Grow up and make real content instead of spreading racism. Pathetic.
Attacks the creator's character and accuses the video of spreading racism rather than engaging content.
dreamaway2
Feb 12, 2026
Bro, you gotta stop giving ignorant fat white people the ability to voice their opinions! It's too embarrassing 😭
Bro, you gotta stop giving ignorant fat white people the ability to voice their opinions! It's too embarrassing 😭
Criticizes the video creator's editorial choices in platforming certain speakers, using sarcasm to comment on the video itself rather than immigration policy.
Ishigami_Senku_2
Feb 9, 2026
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂
Similar to previous comment: criticism of creator's voice, career trajectory, and accusation of race-baiting with sarcasm.
AdrianHertz
Jan 28, 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)