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
Civil war president vibes from Donald ???
Civil war president vibes from Donald ???
Brief comment comparing the video subject to Donald Trump's demeanor, likely referencing the speaker's tone or style.
Meta-Commentary
0.70
@Hitsvcards
Mar 4, 2025
Brampton New Delhi
Brampton New Delhi
Brief reference to demographic change in Brampton, functioning as commentary on the video's subject matter rather than substantive argument.
Meta-Commentary
0.70
DiepSpartan119
Feb 12, 2026
CEO of Youtube was def responsible for this video getting taken down
CEO of Youtube was def responsible for this video getting taken down
Comments on the video itself, claiming YouTube leadership removed it, which is a claim about platform moderation decisions.
dpkts
Feb 3, 2026
Bike guy is so real
Bike guy is so real
References a specific person ('bike guy') from the video, commenting on their authenticity or appeal.
Meta-Commentary
0.70
AngriestPeanut
Jan 29, 2026
blame sidhu moose whala
blame sidhu moose whala
Brief reference to a specific person (likely mentioned in video) without substantive argument; appears to be a tangential comment about the video content.
Meta-Commentary
0.70
gregcooks9
Oct 5, 2025
Jesus christ. 4 years.
Jesus christ. 4 years.
Brief exclamation expressing frustration about the video's duration or content rather than substantive commentary on immigration policy.
Meta-Commentary
0.70
@theronsokol8078
Mar 5, 2025
Nice one trudeau
Nice one trudeau
Brief, sarcastic comment about Trudeau that appears to reference the video content rather than substantive policy discussion.
Meta-Commentary
0.70
@popzytvchannel3883
Mar 4, 2025
Michelle for prime minster .!! She is the best.
Michelle for prime minster .!! She is the best.
Brief statement of support for a specific person mentioned in the video, likely a public figure or politician.
Meta-Commentary
0.70
JaneDoe-k3r
Oct 3, 2025
😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢
😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢
Expresses emotional reaction (repeated crying emojis) to the video content without substantive commentary, indicating response to the video itself.
Meta-Commentary
0.70
Master-ux1ht
Feb 15, 2026
It seems like he’s crying loud inside ?
It seems like he’s crying loud inside ?
Speculative observation about Trump's emotional state, commentary on the person rather than substantive policy or argument.
Meta-Commentary
0.70
@AnaA-q6b
Mar 5, 2025
"Inside Canada's hindu invasion."
"Inside Canada's hindu invasion."
Quotes the video title with apparent skepticism or irony, commenting on the framing itself while suggesting disagreement with 'invasion' language.
icarus_walkthroughs
Jan 27, 2026
quit painting your hair, vanity isn't going to help. I appreciate the direct call out, thank you for having big balls.
quit painting your hair, vanity isn't going to help. I appreciate the direct call out, thank you for having big balls.
Comments on the video creator's appearance and praises their directness, focusing on the communicator rather than the message.
Meta-Commentary
0.70
@Boombayadda
Mar 4, 2025
Trudeau, PM- “Because THIS country is worth fighting for”
Trudeau, PM- “Because THIS country is worth fighting for”
Quote or paraphrase of the PM's statement from the video, commenting on the content itself.
Meta-Commentary
0.70
@Weareloved3
Mar 4, 2025
Very creepy being.
Very creepy being.
Brief dismissive comment about the speaker/video subject rather than substantive engagement with content.
Meta-Commentary
0.70
@RyanSalazar-dv6dn
Mar 4, 2025
Your master call u sit u must sit puppet
Your master call u sit u must sit puppet
Cryptic comment about the speaker being controlled or a puppet, critiquing the speaker rather than discussing policy.
Meta-Commentary
0.70
@Khaw1367
Mar 4, 2025
Mythical refresh pull
Mythical refresh pull
Comment appears to reference the video itself or its content quality, though the meaning is unclear.
Meta-Commentary
0.70
sbtalkin
Jan 27, 2026
That dude on the bike is incredibly based. I hope he isnt prosecuted
That dude on the bike is incredibly based. I hope he isnt prosecuted
References a person in the video and expresses hope they avoid legal consequences, combining video commentary with ideological approval.
heypistolero
Jan 27, 2026
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
9:00 false pagan gods
9:00 false pagan gods
Timestamp-based comment about video content, likely referencing a specific moment in the video.
Meta-Commentary
0.70
Phantom-iz3nc
Jan 27, 2026
Stupid people do dump things
Stupid people do dump things
A dismissive one-liner about commenters or people in general, functioning as meta-commentary on the discussion rather than substantive policy engagement.
Meta-Commentary
0.70
@stevenchew8368
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)