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
The Canadian Prime Minister got one thing wrong....Donald is a very stupid person.
The Canadian Prime Minister got one thing wrong....Donald is a very stupid person.
Comment critiques the Prime Minister's statement about Donald Trump rather than engaging with immigration policy or the video's core topic.
Meta-Commentary
0.75
@bluedogbluey6742
Mar 4, 2025
Guy at 5:30 based af
Guy at 5:30 based af
References a specific moment in the video and uses slang ('based') to express approval of someone's behavior shown on screen.
Meta-Commentary
0.75
TheGrove603
Jan 29, 2026
One of them was openly communal and racist. The white in the orange jacket.
One of them was openly communal and racist. The white in the orange jacket.
Observation about a specific person visible in the video, making an accusation about their behavior and identity.
alt.mzs114
Jan 27, 2026
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
He should be in the Democratic party , you fight fire with fire Jeffrey needs to listen to this
Comment appears to reference a person named Jeffrey and party politics, but lacks clear connection to the video's content or immigration topic.
Meta-Commentary
0.75
@elijahsmith5957
Mar 4, 2025
CBC lies. Can't believe this liberal supported media.
CBC lies. Can't believe this liberal supported media.
Comment criticizes CBC as 'liberal supported media' and dismisses the video source, which is meta-commentary about the channel/media outlet rather than substantive immigration policy critique.
tomcross6819
Jul 20, 2025
the guy on the bike is racist
the guy on the bike is racist
Makes an accusation about a person in the video rather than engaging with immigration policy or substantive debate.
Meta-Commentary
0.75
connarbudge
Jan 28, 2026
Man with the bike is based
Man with the bike is based
Brief comment about a person in the video without substantive discourse on immigration policy or issues.
Meta-Commentary
0.75
TRUMPS.SHARPIE
Jan 27, 2026
Propaganda CNN just loves this crap
Propaganda CNN just loves this crap
Dismisses the video/media source as propaganda without substantive argument, primarily commenting on the media outlet.
@bullfrog2917
Mar 4, 2025
Вы пытаетесь наебать ежа голой жопой.
Вы пытаетесь наебать ежа голой жопой.
Comment in Russian appears to be nonsensical or off-topic, functioning as meta-commentary or spam rather than substantive immigration discourse.
Meta-Commentary
0.75
BinyaminLeman
Jan 28, 2026
Old mcdonald had a farm
Old mcdonald had a farm
Nonsensical nursery rhyme reference unrelated to the video content, likely spam or off-topic commentary.
Meta-Commentary
0.75
@latoniamoodley7562
Mar 4, 2025
Alot of war lovers on here today
Alot of war lovers on here today
Observation about the tone and content of other commenters in the thread rather than substantive engagement with the topic.
Meta-Commentary
0.75
@StuartPacitto-vk1xz
Mar 4, 2025
One look at the person who is speaking on behalf of immigration tells why she wouldn't answer any questions.
One look at the person who is speaking on behalf of immigration tells why she wouldn't answer any questions.
Critiques the appearance or credibility of a government spokesperson featured in the video, making an ad hominem observation.
bunnylover1340
Oct 1, 2025
Great work.
Great work.
Brief praise of the video/content creator without substantive engagement with immigration topic.
Meta-Commentary
0.75
LaurieMacLeod
Oct 1, 2025
Munich Germany, God Bless Kanada?
Munich Germany, God Bless Kanada?
Brief comment referencing location and expressing a blessing, appears tangential to video content.
Meta-Commentary
0.75
@annemariewittemann5744
Mar 4, 2025
The dude on the bike is the truth teller. Much respect.
The dude on the bike is the truth teller. Much respect.
Comment praises a person featured in the video ('the dude on the bike') as a truth-teller, functioning as meta-commentary about the video content.
oletrn
Jan 27, 2026
CNN happy and supportive of Black Face himself. Not Surprised!
CNN happy and supportive of Black Face himself. Not Surprised!
Comment criticizes CNN's editorial stance on the video/topic while making a partisan identity claim about media bias.
@TripleAstyle1
Mar 4, 2025
please keep sleeping as what ever you discover was well known to every one in Canada۔
please keep sleeping as what ever you discover was well known to every one in Canada۔
Dismissive comment about the video's content and audience awareness, critiquing what the video presents as already known.
Meta-Commentary
0.75
asadabbas9315
Sep 29, 2025
Bike guy is a bike guy no wonder hes got so much hate
Bike guy is a bike guy no wonder hes got so much hate
The comment makes an observation about one of the video's subjects, attributing their expressed views to their lifestyle.
Meta-Commentary
0.75
chopstiik
Jan 27, 2026
Finally Justin sets your president straight. Let Donald chew on this for awhile. ??
Finally Justin sets your president straight. Let Donald chew on this for awhile. ??
References the video content (Trudeau's statement) and compares two political leaders' positions; primarily commenting on the interaction shown.
@johnbucknam5158
Mar 4, 2025
The guy on the bike was just a virulent racist 😂
The guy on the bike was just a virulent racist 😂
Commentary on a person featured in the video (bike guy) with humorous tone, not substantive policy or moral argument.
Atlanticocean.chihuahua
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)