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
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Comment about the viewer's personal viewing plans for the video.
Meta-Commentary
0.90
Uncannykenny
Jan 27, 2026
This isn't funny.
This isn't funny.
Brief dismissal of the video's tone or content rather than engaging with immigration substance.
Meta-Commentary
0.90
technofeeliak
Dec 30, 2025
THAT TITLE IS WRONG. THIS CHANNEL IS MISLEADING
THAT TITLE IS WRONG. THIS CHANNEL IS MISLEADING
Commenter directly critiques the video's title and accuses the channel of being misleading, which is commentary about the video itself.
Meta-Commentary
0.90
goldenlion-l4e
Feb 11, 2026
bike guy was not holding back holy
bike guy was not holding back holy
References a person ('bike guy') in the video and comments on their behavior, focusing on the video content itself.
Meta-Commentary
0.90
Silverpig420
Feb 13, 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
Tyler this unbelievble journalism you should get award for this
Tyler this unbelievble journalism you should get award for this
Praises the video creator and journalism quality, commenting on the content itself rather than immigration policy.
Meta-Commentary
0.90
joshuataylor111
Jan 27, 2026
Ms Bondy hasn't aged that well. She needs to dye her hair.
Ms Bondy hasn't aged that well. She needs to dye her hair.
Personal comment about the appearance of a video participant, unrelated to immigration policy substance.
Meta-Commentary
0.90
HuleguKhan-z93
Dec 29, 2025
Your interview is all over the place
Your interview is all over the place
Critiques the structure and coherence of the video interview itself rather than the immigration topic.
Meta-Commentary
0.90
geelove4974
Jan 27, 2026
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
I don't believe it... CTV being the next CBC..
I don't believe it... CTV being the next CBC..
Expresses skepticism about the news source (CTV) and its credibility, comparing it to CBC.
Meta-Commentary
0.90
karrobba
Dec 31, 2025
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
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
TDS Sports is wild😮
TDS Sports is wild😮
Brief comment about the video/channel content itself rather than engaging with immigration discourse.
Meta-Commentary
0.90
wr3add
Jan 27, 2026
CNN is nearly a relic, an HBS case study candidate of the downfall of a once mediocre entertainment “network”
CNN is nearly a relic, an HBS case study candidate of the downfall of a once mediocre entertainment “network”
Critiques CNN as a media organization rather than engaging with immigration content directly.
Meta-Commentary
0.90
@JJMcClure
Mar 4, 2025
lena diab is easily the dumbest of them all
lena diab is easily the dumbest of them all
Personal attack on a specific individual (likely a public figure), commenting on their competence rather than substantive policy.
Meta-Commentary
0.90
politiciansneverlie
Feb 26, 2026
Based bicyclyst
Based bicyclyst
Brief comment about a person in the video using slang approval term, not substantive immigration discourse.
Meta-Commentary
0.90
shoots4fun
Jan 27, 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
Thumbnail bit harsh😅
Thumbnail bit harsh😅
Direct comment about the video's thumbnail design rather than immigration content itself.
youtubeadd1ct
Jan 27, 2026
CNN is a joke ????
CNN is a joke ????
Direct criticism of CNN as a news organization/media outlet rather than substantive policy discussion.
Meta-Commentary
0.90
@juanandrade8733
Mar 4, 2025
Vassy is a Liberal.
Vassy is a Liberal.
Brief partisan label about a person mentioned in the video, likely a political figure.
Meta-Commentary
0.90
andressantibanez2530
Feb 24, 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)