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
I do not believe a word this guy says. If his lips move he's lying
I do not believe a word this guy says. If his lips move he's lying
Commenter expresses distrust of the speaker in the video, making a judgment about the video creator's credibility.
Meta-Commentary
0.90
@waldo1417
Mar 4, 2025
comments are being edited and deleted guys, just so you know
comments are being edited and deleted guys, just so you know
Directly comments on the YouTube platform's moderation practices, noting that comments are being edited and deleted.
Meta-Commentary
0.90
@andymorgan2950
Mar 4, 2025
Why didn't you have a burner phone with you, that could have gone so much more smoothly as you could have just handed him the burner. That said great work regardless though as always
Why didn't you have a burner phone with you, that could have gone so much more smoothly as you could have just handed him the burner. That said great work regardless though as always
Commenter is providing feedback about the video creator's tactics and approach in conducting their investigation.
Meta-Commentary
0.90
chronometer9931
Jan 27, 2026
dude with bike spoke all facts
dude with bike spoke all facts
Comment about another commenter ('dude with bike spoke') and their argument quality.
Meta-Commentary
0.90
edgarlopez-um6jx
Jan 27, 2026
Been waiting for this!!
Been waiting for this!!
Comment about the video itself, expressing anticipation for its release or content without substantive immigration discourse.
Meta-Commentary
0.90
JordanBenway
Jan 27, 2026
holy shit did he just give a good speech?
holy shit did he just give a good speech?
Expresses surprise at the quality of the speech itself, commenting on the video content rather than the underlying policy issues.
Meta-Commentary
0.90
@Ennsey
Mar 4, 2025
The best interview I have watched in the year 2026. The guy really knows his stuff.
The best interview I have watched in the year 2026. The guy really knows his stuff.
Comment about the video quality and interviewer's expertise rather than immigration policy itself.
Meta-Commentary
0.90
RobertEurekaAryeeQuaye
Feb 24, 2026
Journalism Mass Production.
Journalism Mass Production.
Brief criticism of the video/journalism itself rather than engaging with immigration topic substantively.
Meta-Commentary
0.90
bobandrew8410
Jan 27, 2026
CNN ? Canada ?
CNN ? Canada ?
Brief comment about the video source or channel, questioning the credibility or nature of the media outlet.
Meta-Commentary
0.90
@3DC33
Mar 4, 2025
hardly an unbiased story. somehow i think there is another side to this story.
hardly an unbiased story. somehow i think there is another side to this story.
Comment critiquing the video's bias and suggesting missing perspectives, directly about the content itself.
Meta-Commentary
0.90
DR-hp6tu
Jan 25, 2026
Sir, a second Tyler Oliveira video has hit the algo.
Sir, a second Tyler Oliveira video has hit the algo.
Comments on the video's algorithmic performance and references the content creator.
Meta-Commentary
0.90
jimmy_rustler
Jan 27, 2026
CNN could never and would never
CNN could never and would never
Compares the video creator favorably to CNN, focusing on the channel rather than immigration policy.
Meta-Commentary
0.90
AbbaChristos
Jan 27, 2026
0:22 do nada o senhor madruga
0:22 do nada o senhor madruga
References a specific timestamp in the video and makes a pop culture reference unrelated to immigration policy.
Meta-Commentary
0.90
gih-giovanni1793
Jan 27, 2026
bro how did i miss this i lowkey want to meet u one day
bro how did i miss this i lowkey want to meet u one day
Addresses the video creator directly expressing interest in meeting them, focusing on the channel/creator rather than immigration policy.
Meta-Commentary
0.90
Progemer-u9q
Jan 27, 2026
Guy on the bike has the lowest IQ in the video
Guy on the bike has the lowest IQ in the video
Dismissive personal attack on a video participant's intelligence, commentary about the video content rather than immigration policy itself.
Meta-Commentary
0.90
emad0331
Feb 5, 2026
Very eloquently put speech.
Very eloquently put speech.
Brief compliment about the speech itself rather than engaging with substantive content or policy.
Meta-Commentary
0.90
@keithgriffiths9864
Mar 4, 2025
TYLER IS IN MY CITY RAHHHHHHH
TYLER IS IN MY CITY RAHHHHHHH
Comment about the video creator/personality being in the commenter's city, unrelated to immigration topic.
Meta-Commentary
0.90
FakeKorean
Jan 27, 2026
HOLY REFRESH PULL PEAK
HOLY REFRESH PULL PEAK
Comment about the video upload timing and excitement, directed at the platform/content rather than the topic.
Meta-Commentary
0.90
Galactikninaj
Jan 27, 2026
I really appreciate all your hard work,by watching your video I passed my test in 7 minutes,thank you so very much may God continue to bless!
I really appreciate all your hard work,by watching your video I passed my test in 7 minutes,thank you so very much may God continue to bless!
Comment about the video's utility and the creator's work, unrelated to immigration discourse itself.
Meta-Commentary
0.90
marlenefelix9129
Dec 29, 2025
You perpetuate some wild narratives bro
You perpetuate some wild narratives bro
Directly critiques the video creator's narratives and framing rather than discussing immigration policy itself.
Meta-Commentary
0.90
elitescopes100
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)