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
Bike guy was real 😂
Bike guy was real 😂
Brief reaction to a specific moment in the video ('Bike guy') with laughing emoji, referencing video content.
dilishorts3065
Jan 28, 2026
This man speaks so fluently it’s crazy….
This man speaks so fluently it’s crazy….
Comment about the speaker's rhetorical abilities and delivery style, focused on the video subject rather than substantive policy.
Meta-Commentary
0.80
@paperlord2674
Mar 4, 2025
It is pretty ugly
It is pretty ugly
Brief aesthetic judgment about the video content itself rather than immigration policy.
Meta-Commentary
0.80
lominiski
Sep 19, 2025
We heard and understand what he is saying, you don't need to explain and repeat what he said
We heard and understand what he is saying, you don't need to explain and repeat what he said
Critiques the video's editing/presentation rather than the content itself.
Meta-Commentary
0.80
@nancyvalentine5923
Mar 4, 2025
Was reading these Comments wondering how everyone was siding with countries that don’t put America first. Then I seen I was watching a video by fakeNN. Makes sense.
Was reading these Comments wondering how everyone was siding with countries that don’t put America first. Then I seen I was watching a video by fakeNN. Makes sense.
Comments on the video source and channel credibility while expressing skepticism about other commenters' positions, primarily critiquing the media outlet.
@daguerrodarko1329
Mar 4, 2025
Guy on the bike is spitting facts
Guy on the bike is spitting facts
References and endorses a specific person featured in the video without elaborating on substantive claims.
Meta-Commentary
0.80
thefunnyoutdoors
Jan 28, 2026
I'm sorry, that's not anti-Americanism. Word choices matter, and this was intentional. Think what you will of Trudeau or Canada, the reason people are turning away from networks like CNN is at least in part …
I'm sorry, that's not anti-Americanism. Word choices matter, and this was intentional. Think what you will of Trudeau or Canada, the reason people are turning away from networks like CNN is at least in part because you continue to pay people who are incentivized to frame everything as pro-America or anti-America. Some better choices might have included: frustrated, honest, distressed, resolved. Nothing Trudeau said was in any way anti-American.
Primarily critiques media framing and word choice in news coverage, with secondary critique of how networks present political narratives.
@pjforde1978
Mar 4, 2025
Apparently, this guy didn't get the complete message...
Apparently, this guy didn't get the complete message...
Critiques the video content or speaker's message comprehension without engaging substantively with immigration discourse.
Meta-Commentary
0.80
@TEMC8888
Mar 4, 2025
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Comment critiques the video's thumbnail choice, directly addressing the video production itself.
Meta-Commentary
0.80
dharmoRAKSHATI-Rakshitah
Jan 28, 2026
I subscribed because of this video. 💯 % true.
I subscribed because of this video. 💯 % true.
Primarily comments on the video itself (subscription decision) while expressing agreement with its content.
jeanm5389
Sep 12, 2025
Tyler Oliveira just going mask off racist at this point
Tyler Oliveira just going mask off racist at this point
Critiques the video creator's behavior and rhetoric rather than discussing immigration policy itself.
Meta-Commentary
0.80
SevenDirty
Jan 28, 2026
من معي الدين ينتضرون ترجمة عربي😂 0:06
من معي الدين ينتضرون ترجمة عربي😂 0:06
Arabic-language comment requesting translation, directly addressing the video's accessibility.
Meta-Commentary
0.80
toupQyassine
Jan 28, 2026
?Prime Minister
?Prime Minister
Brief reference to the Prime Minister with a question mark, appearing to be commentary on the video subject or channel focus rather than substantive discourse.
Meta-Commentary
0.80
@diantiarudi7684
Mar 4, 2025
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Critiques the video's editorial choice to feature racist interviewees, commenting on content strategy and broader social patterns.
lotte999-9
Feb 26, 2026
0:10 It's not puenjab - it's 'Punjab' & u are racist 🤫
0:10 It's not puenjab - it's 'Punjab' & u are racist 🤫
Critiques the video creator's pronunciation and accuses them of racism, combining meta-commentary on the video with a moral/ethical claim.
kalvin-jrg
Jan 28, 2026
Your whole page turned into anti immigrant, with all this ice stuff going on this is what you post
Your whole page turned into anti immigrant, with all this ice stuff going on this is what you post
Criticizes the channel's editorial direction and content choices regarding immigration coverage.
SachinJohn-v4r
Jan 27, 2026
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
References other YouTube content creators and makes a comparative joke about them, focusing on the broader YouTube ecosystem.
atakurt4247
Feb 26, 2026
bike guy is not a real person. what an idiot
bike guy is not a real person. what an idiot
Comment dismisses a person featured in the video as not real, critiquing the video's content or authenticity.
Meta-Commentary
0.80
Dynaco-T
Jan 28, 2026
2:51 happening right now in Frisco, Texas
2:51 happening right now in Frisco, Texas
Comment references a specific timestamp in the video, engaging with video content rather than immigration discourse.
Meta-Commentary
0.80
jolly-rancher
Jan 27, 2026
I'm with Canada. I am not pleased how CNN presented this speech however. They should have let the French speech play out with interpretation as Trudeau is not repeating what he already said in English …
I'm with Canada. I am not pleased how CNN presented this speech however. They should have let the French speech play out with interpretation as Trudeau is not repeating what he already said in English and he provided more information. Also CNN keeps interrupting the question/answer portion of the speech. I want this news from the horse's mouth, not the news person's interpretation or regurgitation of what was said. I went to another source to see the complete speech instead of staying on this channel. I recommend that other viewers do the same if you want complete information.
Primarily critiques CNN's presentation and editorial choices in covering the speech, with secondary concern about media interpretation of policy.
@BonnieM-p5n
Mar 4, 2025
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)