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
Bro on a generational run fr
Bro on a generational run fr
Comment references the video content ('generational run') in casual, approving language about what's being shown.
Meta-Commentary
0.70
RhythmAndRibs
Jan 27, 2026
What does Putin have on Trump?
What does Putin have on Trump?
Off-topic question about Trump and Putin unrelated to Canadian immigration content.
Meta-Commentary
0.70
@GerMar-ln8rb
Mar 4, 2025
I can't even look at this.
I can't even look at this.
Vague reaction to the video content itself rather than substantive engagement with immigration topic.
Meta-Commentary
0.70
booster330
Jan 27, 2026
My boy said make that make sense.
My boy said make that make sense.
References another commenter's statement, engaging in meta-discussion about the conversation itself.
Meta-Commentary
0.70
@jasmineroussell4441
Mar 4, 2025
Lobby lobby lobby
Lobby lobby lobby
Brief comment critiquing the video's guest selection as potentially biased or influenced by lobbying interests.
Meta-Commentary
0.70
fernandop4393
Jan 21, 2026
Stay Jason please stay
Stay Jason please stay
Appears to reference a specific person (likely Jason Kenney) in relation to the video content.
Meta-Commentary
0.70
@susicanuk
Mar 4, 2025
Patriot Alert for the guy in the orange vest
Patriot Alert for the guy in the orange vest
References a specific person visible in the video, commenting on the video content itself.
Meta-Commentary
0.70
Falangestan
Jan 27, 2026
Gladiator capitalism. In the end there can only be one.
Gladiator capitalism. In the end there can only be one.
Cryptic commentary on competitive economic systems, likely referencing the video's broader themes.
Meta-Commentary
0.70
@UnscheduledProgram
Mar 4, 2025
You should go there again during the summer, Wasega beach. 😅
You should go there again during the summer, Wasega beach. 😅
Comment references the video content (Wasega beach location) with a casual suggestion, showing engagement with the video itself rather than broader immigration discourse.
Meta-Commentary
0.70
groyperium-d7c
Jan 27, 2026
Black guy was based
Black guy was based
Brief comment praising a specific interviewee's stance, likely referencing their position in the video.
Meta-Commentary
0.70
TeflonDon451
Jan 27, 2026
12:47 illegal in Canada LMFAO (not that I care js saying they got the worst self defense laws)
12:47 illegal in Canada LMFAO (not that I care js saying they got the worst self defense laws)
Comment references a specific video timestamp and makes an aside observation about Canadian law, primarily engaging with video content.
Meta-Commentary
0.70
1toxin
Jan 27, 2026
You better pray to god only
You better pray to god only
Cryptic comment unrelated to immigration substance, possibly spam or off-topic.
Meta-Commentary
0.70
dawnwheeler432
Jan 28, 2026
There is always that one in family. That one
There is always that one in family. That one
Vague comment about 'that one in the family,' likely referring to another commenter or the video subject rather than substantive discourse.
Meta-Commentary
0.70
@yongamamqeke6538
Mar 4, 2025
Donald Trump
Donald Trump
Bare mention of Trump with no substantive content; appears to be a minimal or incomplete comment.
Meta-Commentary
0.70
@dustinbennett5346
Mar 4, 2025
Smart ?????
Smart ?????
Cryptic one-word response with question marks, likely commenting on the video content or another commenter's intelligence.
Meta-Commentary
0.70
@w.d.hilton6383
Mar 4, 2025
you need another jacket
you need another jacket
Appears to be a comment about the video content or person shown rather than substantive discourse on immigration.
Meta-Commentary
0.70
jackfarrell9892
Jan 28, 2026
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Mocking commentary about other commenters' reactions to the video content.
saikou_kinich
Jan 28, 2026
As an alien ?. This is gay.
As an alien ?. This is gay.
Appears to be a dismissive or critical reaction to the video content itself rather than substantive engagement with immigration policy.
Meta-Commentary
0.70
@supersaiyanwaltgeta1866
Mar 4, 2025
Tyler what about 🧊
Tyler what about 🧊
Appears to be addressing the video creator directly with an unclear reference, likely about video content or a previous discussion.
Meta-Commentary
0.70
naturebearmusic
Jan 28, 2026
hey bro, he is not your friend. learn it fast....
hey bro, he is not your friend. learn it fast....
Brief comment addressing another commenter or the video subject directly without substantive policy or moral content.
Meta-Commentary
0.70
@rodincan
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)