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 miss when you did real journalism.
I miss when you did real journalism.
Criticism of the video creator's content quality and editorial direction, not about immigration substance.
Meta-Commentary
0.92
rickyaguilar7572
Jan 27, 2026
A powerful speech!
A powerful speech!
Brief praise of the video content itself with no substantive policy or moral argument.
Meta-Commentary
0.92
@alexanderergo9011
Mar 4, 2025
Good Bie ! Arrividerbie !
Good Bie ! Arrividerbie !
Brief dismissive comment about the video/topic itself, expressing disengagement rather than substantive argument.
Meta-Commentary
0.92
bendegorro754
Jan 27, 2026
4mi views in just 6 hours? Dude, I mean something is definitely changing.
4mi views in just 6 hours? Dude, I mean something is definitely changing.
Comments on the video's view count and engagement metrics, reflecting on the video itself rather than the substantive topic.
Meta-Commentary
0.92
@Tapostlevonesus
Mar 4, 2025
Why are these people talking OVER Trudueu and re-explaining what he says?? Is this journalism now?
Why are these people talking OVER Trudueu and re-explaining what he says?? Is this journalism now?
Critiques the video's journalism practices and how other speakers are handling Trudeau's statements, focusing on the media presentation itself.
Meta-Commentary
0.92
@jruizvelasco
Mar 4, 2025
that bike guy retarded
that bike guy retarded
Insult directed at the 'bike guy' commenter, engaging in personal attack rather than substantive discourse.
Meta-Commentary
0.92
Sinisterslurp
Jan 27, 2026
Love the guy in the safety vest
Love the guy in the safety vest
Comment about a person visible in the video content, expressing appreciation for an individual featured in the footage.
Meta-Commentary
0.92
tito5428
Jan 29, 2026
Tyler was in Brampton omg I missed it ❤ 😂🎉
Tyler was in Brampton omg I missed it ❤ 😂🎉
Comment about missing a video appearance by someone named Tyler in Brampton, unrelated to immigration discourse.
Meta-Commentary
0.92
masterbreast6000
Jan 27, 2026
15:10 i cant even explain the things i want to do to him
15:10 i cant even explain the things i want to do to him
Comment about the video content itself, referencing a specific timestamp and expressing reaction to the person featured.
Meta-Commentary
0.92
east6371
Sep 10, 2025
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Critiques the video's editorial balance and representation, noting absence of pro-restriction voices—commentary on the media product itself.
Meta-Commentary
0.91
jurekmaczynski1945
Feb 11, 2026
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
Comments on the video creator's effect on political opponents rather than immigration substance.
Meta-Commentary
0.91
Prasko_131
Jan 27, 2026
Bike guy seems like a regular dude
Bike guy seems like a regular dude
Casual observation about a person featured in the video, assessing their character or relatability.
Meta-Commentary
0.91
Wizard-Nixon
Jan 27, 2026
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
Insults the video subject's intelligence and character, critiquing the person featured in the content.
Meta-Commentary
0.91
4l-frankomedo853
Jan 28, 2026
Dude - homie on the bike is definitely gonna turn into a meme.
Dude - homie on the bike is definitely gonna turn into a meme.
Comment about the video subject becoming internet meme material, focusing on the entertainment/viral potential rather than substantive immigration debate.
WhoIsJohnCleland
Jan 28, 2026
Everyone on this page suffer from TDS.
Everyone on this page suffer from TDS.
Dismissive comment about other commenters' mental state, critiquing the discourse rather than engaging with substantive issues.
Meta-Commentary
0.91
@coolhiplake
Mar 4, 2025
A speech trump could never do….brilliant
A speech trump could never do….brilliant
Praises the quality of the speech/speaker in the video, commenting on the video content itself.
Meta-Commentary
0.90
@JR-xj2vr
Mar 4, 2025
his eye brows going bald
his eye brows going bald
Off-topic personal observation about the speaker's physical appearance rather than substantive engagement with content.
Meta-Commentary
0.90
@jamesjeon704
Mar 4, 2025
This is the kind of crap CNN shows I'm definitely done watching this
This is the kind of crap CNN shows I'm definitely done watching this
Directly critiques the video source (CNN) and announces intention to stop watching.
Meta-Commentary
0.90
@roylafferty634
Mar 4, 2025
smart timing to drop this strong speech calling Trump out, on the morning when trumps address to congress is later tonight. Trump will be fuming and unhinged for all to see
smart timing to drop this strong speech calling Trump out, on the morning when trumps address to congress is later tonight. Trump will be fuming and unhinged for all to see
Comments on the strategic timing and media impact of Trudeau's speech relative to Trump's congressional address.
Meta-Commentary
0.90
@frankb3607
Mar 4, 2025
Can we just appreciate that he either memorized the entire speech or he‘s a natural talent at speaking.
Can we just appreciate that he either memorized the entire speech or he‘s a natural talent at speaking.
Comment about the video content itself, specifically praising Trudeau's speaking ability as observed in the speech.
Meta-Commentary
0.90
@GuentherVanRaven
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)