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
Did he really used the D... word
Did he really used the D... word
Questions what was said in the video itself, focusing on the speaker's language choice rather than substantive content.
Meta-Commentary
0.88
@giftygag2833
Mar 4, 2025
Bro almost got smuggled and doesn't even put it in the title. I respect it - easy subscribe 🤝
Bro almost got smuggled and doesn't even put it in the title. I respect it - easy subscribe 🤝
Comment about the video content and creator's presentation choices, expressing appreciation for the channel.
Meta-Commentary
0.88
vpm_96
Jan 28, 2026
Excellent speech
Excellent speech
Brief praise of the video/speech content itself without substantive policy engagement.
Meta-Commentary
0.88
@Phil-H01
Mar 4, 2025
the close up on the flip flops :D
the close up on the flip flops :D
Comment about a specific visual element in the video itself, noting the close-up framing of flip-flops.
Meta-Commentary
0.88
funbags6471
Jan 29, 2026
I can’t believe he’s in Canada doing this thanks Tyler!
I can’t believe he’s in Canada doing this thanks Tyler!
Comment about the video creator and their actions, referencing the channel personality directly.
Meta-Commentary
0.88
EthenCorrigan
Jan 27, 2026
Grinding views on Indian rage bait very good you cant make quality content anyways just grow your channel on controversy and rage bait a specific community
Grinding views on Indian rage bait very good you cant make quality content anyways just grow your channel on controversy and rage bait a specific community
Critique of the video creator's content strategy, discussing the channel's approach to generating engagement through controversy.
Meta-Commentary
0.88
Camperboiijodd
Jan 29, 2026
Great advice from the lawyer!
Great advice from the lawyer!
Brief comment praising the video content/speaker rather than engaging with immigration topic substantively.
Meta-Commentary
0.88
carlyc5355
Dec 10, 2025
Wtf that's all!!
Wtf that's all!!
Brief reaction expressing disappointment with the video's content or length.
Meta-Commentary
0.88
Th3GaMb3r
Jan 29, 2026
Idiots posting this
Idiots posting this
Brief dismissal of the video/post itself without substantive engagement with immigration content.
Meta-Commentary
0.88
keepitpushing1011
Jan 29, 2026
Lots of opinion spoken over the prime minister. I wish I could have heard his q and a
Lots of opinion spoken over the prime minister. I wish I could have heard his q and a
Comment about the video content itself, expressing frustration about not hearing the full Q&A session.
Meta-Commentary
0.88
@ByronBenitez-e1z
Mar 4, 2025
Come visit surrey!!punjabi hood!
Come visit surrey!!punjabi hood!
Off-topic promotional comment about visiting Surrey, unrelated to the video's substantive content.
Meta-Commentary
0.88
troypeters6348
Sep 19, 2025
This woman has a one track conversation. It’s like she was brainwashed to say only 6 sentences in different variations.
This woman has a one track conversation. It’s like she was brainwashed to say only 6 sentences in different variations.
Critiques the speaker's communication style and repetitiveness rather than engaging with policy substance.
Meta-Commentary
0.88
h2otruck
Feb 24, 2026
Factual, humble and courageous! Great speech
Factual, humble and courageous! Great speech
Direct praise of the video/speech content itself rather than substantive policy discussion.
Meta-Commentary
0.88
@jessicachiu2385
Mar 4, 2025
i love your work, always an interesting watch
i love your work, always an interesting watch
Commenter praises the video creator's work and content quality, engaging with the channel rather than the immigration topic.
Meta-Commentary
0.88
fuqyew
Jan 27, 2026
@2:39 that says it all!!!
@2:39 that says it all!!!
References a specific timestamp in the video, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.88
NigelM18
Jan 29, 2026
At 2:55 Dead Honest ☠️
At 2:55 Dead Honest ☠️
References a specific timestamp in the video, commenting on the video content itself rather than immigration substantively.
Meta-Commentary
0.88
AnirudhSingh-gq7mp
Feb 15, 2026
The world order is changing and it makes for great television.
The world order is changing and it makes for great television.
Observational comment about geopolitical events and media spectacle rather than substantive immigration discourse.
Meta-Commentary
0.88
@mesharath
Mar 4, 2025
The man on the bike made me laugh 😃
The man on the bike made me laugh 😃
Simple reaction comment about a specific moment or person in the video, focusing on entertainment value.
Meta-Commentary
0.88
ashasaid7324
Jan 27, 2026
Bike dude is my spirit brother, facts brother
Bike dude is my spirit brother, facts brother
Comment about a person featured in the video ('Bike dude'), expressing personal connection to their portrayal.
Meta-Commentary
0.88
Justgiveaclick
Jan 29, 2026
I love how he looks at the camera and addresses him as Donald ??
I love how he looks at the camera and addresses him as Donald ??
Observational comment about the video content itself, specifically how the speaker addresses someone on camera.
Meta-Commentary
0.88
@David-id4qy
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)