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
That guy with Evel Knievel helmet on his bike had me crying laughing.
That guy with Evel Knievel helmet on his bike had me crying laughing.
Comments on the video content itself, specifically reacting to a moment featuring someone on a bike.
Meta-Commentary
0.88
capio78
Jan 27, 2026
Very hard to produce a liberal positive comment on a story like this so instead the bot army will post racist comments as a final leg to stand on.
Very hard to produce a liberal positive comment on a story like this so instead the bot army will post racist comments as a final leg to stand on.
Comments on the comment section itself, alleging bot activity and racist posts rather than engaging with immigration policy.
Meta-Commentary
0.88
Steezycheese10
Feb 18, 2026
You're a bit of a gronk, mate.
You're a bit of a gronk, mate.
Personal insult directed at another commenter using Australian slang, focused on interpersonal commentary rather than immigration policy.
Meta-Commentary
0.88
alank1220
Jan 28, 2026
This is the most sensible conservation I've heard Jason Kenny be a part of in some time. Good job sir.
This is the most sensible conservation I've heard Jason Kenny be a part of in some time. Good job sir.
Comment about the video content and speaker (Jason Kenney), praising the conversation quality.
Meta-Commentary
0.88
hoyster184
Feb 18, 2026
Trudeau looks so cute ?
Trudeau looks so cute ?
Personal observation about appearance unrelated to policy or substantive immigration discourse.
Meta-Commentary
0.88
@forytube4998
Mar 4, 2025
I like the rhyming of polite with fight.
I like the rhyming of polite with fight.
Comment focuses on the rhetorical style and wordplay in the video content itself rather than substantive policy discussion.
Meta-Commentary
0.88
@RealAadip
Mar 4, 2025
The bike guy spitzing facts
The bike guy spitzing facts
Brief comment about the video content and a person featured in it, with no substantive immigration discourse.
Meta-Commentary
0.88
luckyboy-mj3wy
Feb 12, 2026
He called Trump a weak leader and the world agrees.?
He called Trump a weak leader and the world agrees.?
References the video content and makes a claim about global consensus regarding the speaker's characterization of a political figure.
Meta-Commentary
0.88
@SH77-Oct
Mar 4, 2025
She seem to be right about the point she is making but no need to be rude- the form matters
She seem to be right about the point she is making but no need to be rude- the form matters
Comments on the tone and presentation style of someone in the video rather than engaging with substantive immigration content.
Meta-Commentary
0.88
lewisd4398
Sep 28, 2025
VASSY IS A DUMB LIBERAL
VASSY IS A DUMB LIBERAL
Personal attack on a commenter (Vassy) rather than substantive engagement with immigration policy.
Meta-Commentary
0.88
frapp.harden
Feb 24, 2026
5:30 based and factual man right here.
5:30 based and factual man right here.
References a specific timestamp in the video to endorse a particular segment, commenting on the video content itself.
Meta-Commentary
0.88
janggz7620
Jan 27, 2026
14:31 shut up! Just let the man talk ffs
14:31 shut up! Just let the man talk ffs
Comment about the video itself, criticizing interruption and asking for the speaker to continue uninterrupted.
Meta-Commentary
0.88
@stevewoodyt
Mar 4, 2025
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
Trudeau directly addressed Trump in his blistering speech, delivering a strong message. This shows that tensions between the two leaders remain high
Trudeau directly addressed Trump in his blistering speech, delivering a strong message. This shows that tensions between the two leaders remain high
Comment describes and analyzes the video content and what it demonstrates about political tensions, functioning as commentary on the speech itself.
Meta-Commentary
0.88
@Mw2u-b9m
Mar 4, 2025
One set of immigrants blaming other immigrants wow
One set of immigrants blaming other immigrants wow
Observes and critiques the irony of immigrants criticizing other immigrants, commenting on the video's content and dynamics between participants.
shikhaacholia4820
Sep 19, 2025
Now do Frisco Texas
Now do Frisco Texas
Off-topic request about a different location, appears to be commentary on the video's scope rather than immigration discussion.
Meta-Commentary
0.88
Rusty_Spiggle-Smith
Jan 27, 2026
I think it's ridiculous that news reporters get on Company time and brags about and describe their lives like us watchers really give a shh
I think it's ridiculous that news reporters get on Company time and brags about and describe their lives like us watchers really give a shh
Criticizes news reporters' on-air behavior and content choices, commenting on media presentation rather than immigration policy.
Meta-Commentary
0.88
@tammykayemoffatt6339
Mar 4, 2025
I feel like you purposefully pronounce things wrong even when it pronounced correctly to you. Either that or you’re actually retarded
I feel like you purposefully pronounce things wrong even when it pronounced correctly to you. Either that or you’re actually retarded
Critiques the video creator's pronunciation and presentation style rather than addressing immigration content.
Meta-Commentary
0.88
Kbonyohead
Jan 27, 2026
2:31 deliberately choosen a place which is dirty hypocrite
2:31 deliberately choosen a place which is dirty hypocrite
Criticism of the video's production choices and editorial decisions rather than substantive immigration discourse.
Meta-Commentary
0.88
BlackCat-w6e
Feb 6, 2026
3:25 yeah probably best she didn’t say anything lmao
3:25 yeah probably best she didn’t say anything lmao
References a specific timestamp in the video and comments on the creator's choice not to speak, with humorous tone.
Meta-Commentary
0.88
its_just_devon2753
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)