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 lady is a racist
That lady is a racist
Brief accusation directed at another commenter or video subject, commenting on their character rather than substantive immigration issues.
rqztaz
Oct 4, 2025
I knew it was Brampton as soon as he said he was in Brampton
I knew it was Brampton as soon as he said he was in Brampton
Comment reflects on the video content itself, noting recognition of a location mentioned by the creator.
Meta-Commentary
0.85
mackcamp1079
Oct 1, 2025
Great speech
Great speech
Brief evaluative comment about the speech itself rather than substantive engagement with immigration policy.
Meta-Commentary
0.85
@helenrowley3979
Mar 4, 2025
Amazing speech
Amazing speech
Brief praise of the video/speech itself without substantive engagement with immigration policy.
Meta-Commentary
0.85
@eliamar2004
Mar 4, 2025
There's so much diversity in gender on this panel
There's so much diversity in gender on this panel
Observational comment about the composition of the panel itself rather than immigration policy or substantive issues.
Meta-Commentary
0.85
htrln5058
Oct 2, 2025
brace the comments.................
brace the comments.................
Meta-commentary about the comment section itself, warning readers to prepare for controversial responses.
Meta-Commentary
0.85
Cooldude100-l7e
Oct 2, 2025
Excellent ??
Excellent ??
Brief positive reaction to the video content itself.
Meta-Commentary
0.85
@jaik9321
Mar 4, 2025
I'll read the comments in 30 days and see where we're at.
I'll read the comments in 30 days and see where we're at.
Comment about future engagement with the comment section itself rather than substantive discourse on the immigration topic.
Meta-Commentary
0.85
@CowlitzRiverKiller
Mar 4, 2025
Oh, it's the blackface guy
Oh, it's the blackface guy
Comment references Trudeau's past blackface controversy, making a meta-observation about the person in the video rather than engaging with immigration policy.
Meta-Commentary
0.85
@Bradley.Calavera
Mar 4, 2025
Your an idiot
Your an idiot
Direct personal insult directed at another commenter or the video subject, functioning as meta-level criticism rather than substantive argument.
Meta-Commentary
0.85
@fllozier66
Mar 4, 2025
Why did you primarily find racists to interview lmao
Why did you primarily find racists to interview lmao
Criticism of the video's editorial choices and interview selection rather than engagement with immigration policy itself.
Meta-Commentary
0.85
jovi9918
Sep 29, 2025
Did fox stream this? Hardly
Did fox stream this? Hardly
Comment about the video's broadcast source and distribution, not about immigration policy or content.
Meta-Commentary
0.85
@junglebooksteve
Mar 4, 2025
Why oh why oh why do all these witnesses come before the committee…UNPREPARED?????? This is so tiring.
Why oh why oh why do all these witnesses come before the committee…UNPREPARED?????? This is so tiring.
Criticizes the preparedness of witnesses at a committee hearing, focusing on the process rather than substantive policy.
barbcroteau6941
Sep 28, 2025
They’re in sarnia !
They’re in sarnia !
Brief factual observation about immigrant location without substantive commentary.
Meta-Commentary
0.85
rbuddy4765
Sep 28, 2025
I think they're in Surrey.
I think they're in Surrey.
Brief factual observation about video content location, not engaging with immigration discourse.
Meta-Commentary
0.85
blackittysamurai
Sep 29, 2025
Horrible ,I have no words
Horrible ,I have no words
Expresses emotional reaction to the video content without substantive argument or specific claim.
Meta-Commentary
0.85
beausmithblm6
Sep 28, 2025
Did Trudeau just call Trump a very smart guy? ??
Did Trudeau just call Trump a very smart guy? ??
Comment questions what was said in the video/speech, focusing on the content rather than substantive policy discussion.
Meta-Commentary
0.85
@Aiel-Necromancer
Mar 4, 2025
Michelle a ain't playing!!
Michelle a ain't playing!!
Expresses approval of the video creator's performance or content, a comment about the creator rather than the topic.
Meta-Commentary
0.85
simmytan4243
Sep 28, 2025
10:58 thats Hindu temple and 11:25 and that’s Sikh temple.
10:58 thats Hindu temple and 11:25 and that’s Sikh temple.
Comment identifies religious buildings at specific timestamps in the video, focusing on video content analysis rather than immigration discourse.
Meta-Commentary
0.85
Nue195
Sep 23, 2025
very well said sir
very well said sir
Generic affirmation of a previous comment without substantive content, functioning as meta-engagement with the discussion.
Meta-Commentary
0.85
@robina8179
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)