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
This channel topics are ragebaiting clickbaits and kinda retarded 😂
This channel topics are ragebaiting clickbaits and kinda retarded 😂
Comment critiques the video/channel itself as clickbait while using casual humor, focusing on the content rather than immigration policy.
AbdoulJalilM-j2c
Jan 28, 2026
Dude on bike definitely got his play button stuck.
Dude on bike definitely got his play button stuck.
Comments on a person visible in the video (the cyclist) rather than the immigration topic itself.
lm292000
Jan 27, 2026
Thank God you’re still alive and blessing us with bangers!
Thank God you’re still alive and blessing us with bangers!
Addresses the video creator directly with appreciation, commenting on the channel rather than immigration policy.
valter3743
Jan 27, 2026
That guy in blue jacket sounded like a Trinidadian or Guyanese (West Indian)
That guy in blue jacket sounded like a Trinidadian or Guyanese (West Indian)
Commenter observes and identifies characteristics of a person featured in the video.
Meta-Commentary
0.85
ArrianneTalma
Jan 27, 2026
As an American who views/reads issues regarding Canada and our relationship with it In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. …
As an American who views/reads issues regarding Canada and our relationship with it
In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. the citizen
Thank you .. following you .. Great journalism!
Comment evaluates the video/channel's journalistic quality and thanks the creator, focusing on the media presentation itself rather than immigration policy.
Meta-Commentary
0.85
enzocannizzo8744
Feb 18, 2026
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Commenter critiques the video's title as misleading clickbait while defending a policy official's actions.
hexgrade177
Feb 12, 2026
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
Dude with the reflective vest speaking facts
Dude with the reflective vest speaking facts
References a specific person in the video and endorses their statements without elaborating on substantive content.
Meta-Commentary
0.85
thomasbradbury1399
Jan 27, 2026
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
Comments on a specific moment in the video (timestamp 4:24) and reflects nostalgically on the person shown rather than addressing immigration.
Meta-Commentary
0.85
madhusudan
Jan 27, 2026
11:54 sooo close to your steering wheel lol
11:54 sooo close to your steering wheel lol
Comment observes a detail about someone's positioning relative to a steering wheel, directly referencing video content.
Meta-Commentary
0.85
Photognick521
Jan 27, 2026
Than you for covering this
Than you for covering this
Direct appreciation of the video creator's work, commenting on the content itself.
Meta-Commentary
0.85
jaymusdonald2116
Jan 28, 2026
2:03 wise man. I agree with him.
2:03 wise man. I agree with him.
Comment expresses agreement with a speaker in the video without substantive policy engagement, focusing on the video content itself.
Meta-Commentary
0.85
nicknauj124
Feb 11, 2026
5:10 i like this guy. Wish everyone could be this honest
5:10 i like this guy. Wish everyone could be this honest
Comment evaluates the video creator's honesty and character, directly addressing the person featured in the video.
Meta-Commentary
0.85
madmaxxxx876
Jan 27, 2026
Bike rider is just a goof.
Bike rider is just a goof.
Brief dismissive comment about a person featured in the video, critiquing their behavior or character.
Meta-Commentary
0.85
johnblake3192
Jan 27, 2026
20:36 nice balloons 🎈
20:36 nice balloons 🎈
References a specific timestamp in the video and comments on a visual element, indicating engagement with the video content itself.
Meta-Commentary
0.85
Gunnercv
Jan 27, 2026
Another liberal democrat run YouTube channel that portrays abusers like victims 💅🏻
Another liberal democrat run YouTube channel that portrays abusers like victims 💅🏻
Criticism of the YouTube channel's political bias and framing of the video content itself.
Meta-Commentary
0.85
MrMoo-g9f
Feb 11, 2026
11:29 so tyler found him before rcmp and Canadas border patrol… bruh
11:29 so tyler found him before rcmp and Canadas border patrol… bruh
References a specific timestamp and video narrative, critiquing the video's portrayal of events rather than discussing immigration policy.
Meta-Commentary
0.85
npcimknot958
Jan 27, 2026
The guy on his bike is a homeless buffoon happy that he got some attention.
The guy on his bike is a homeless buffoon happy that he got some attention.
Dismissive commentary about a person featured in the video, critiquing their credibility and motivations.
Meta-Commentary
0.85
freddycalipari4242
Jan 27, 2026
I love this open racist guy. Made my day!
I love this open racist guy.
Made my day!
Comments on the video creator's persona and approach, expressing appreciation for the creator's style rather than engaging with immigration policy substance.
Meta-Commentary
0.85
sabrinawinchester7954
Jan 28, 2026
The eating poo part kept me in this
The eating poo part kept me in this
References specific content from the video ('eating poo part'), commenting on what kept the viewer engaged with the video itself.
Meta-Commentary
0.85
robertwieczorek5838
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)