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 was literally just considering begging tyler to come to canada to cover this
I was literally just considering begging tyler to come to canada to cover this
Comment about the video creator and requesting similar content coverage.
Meta-Commentary
0.90
TheShpeeps
Jan 27, 2026
RACSIST VIDEO
RACSIST VIDEO
Comment critiques the video itself as racist rather than engaging with immigration content substantively.
Meta-Commentary
0.90
FlamGram
Jan 27, 2026
4:52 i like this guy, spittings facts
4:52 i like this guy, spittings facts
Direct engagement with video content at a specific timestamp, expressing approval of the speaker's statements.
Meta-Commentary
0.90
DarkAge69
Jan 27, 2026
Like bro is definitely behind india for views
Like bro is definitely behind india for views
Comment about the video's view count and comparison to India, unrelated to immigration policy itself.
Meta-Commentary
0.90
swativasantpatil9615
Jan 27, 2026
BRO PROMOTING GAMBLING WHAT A SHAME
BRO PROMOTING GAMBLING WHAT A SHAME
Comment criticizes the video content itself for promoting gambling, addressing the video rather than immigration policy.
Meta-Commentary
0.90
STRVNGE-WORLD
Jan 28, 2026
The driver guy is speaking Telugu. Same language as googles CEO
The driver guy is speaking Telugu. Same language as googles CEO
Observational comment about a detail in the video (language spoken), not engaging with immigration discourse substantively.
Meta-Commentary
0.90
shredderz3w
Jan 27, 2026
Holy Refresh pull
Holy Refresh pull
Brief, cryptic reference to video content or technical issue ('Refresh pull'), commenting on the video itself rather than immigration.
Meta-Commentary
0.90
Coopers_Creations
Jan 27, 2026
shouldve used meta glasses
shouldve used meta glasses
Comment critiques the video production choice (camera equipment), directly addressing the video itself rather than immigration content.
Meta-Commentary
0.90
levyyjenkins
Jan 27, 2026
Nothing to see here
Nothing to see here
Dismissive comment about the video content itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.90
AndreChandler
Dec 27, 2025
I see you still haven't hired any real journalists
I see you still haven't hired any real journalists
Criticizes the video creator/channel's journalistic credibility rather than engaging with immigration policy content.
Meta-Commentary
0.90
davidingram2537
Jan 20, 2026
I’d buy this guy a beer lol 4:45
I’d buy this guy a beer lol 4:45
Comment about a specific person in the video with a timestamp, expressing approval of content rather than discussing immigration.
Meta-Commentary
0.90
Berta_5.sl0w
Jan 28, 2026
I no longer watch CNN. Ever since Jim Acosta was forced to resign.
I no longer watch CNN. Ever since Jim Acosta was forced to resign.
Comment about media consumption and CNN, unrelated to the video's immigration topic; purely meta-commentary on news sources.
Meta-Commentary
0.90
@mikerico5568
Mar 4, 2025
Thanks tips, where have you been for the past couple of years?
Thanks tips, where have you been for the past couple of years?
Sarcastic comment directed at the video creator or subject, questioning their absence or relevance during recent events.
Meta-Commentary
0.90
bobmatt1966
Jan 19, 2026
5:37 Tyler fighting for his life to contain his laugh
5:37 Tyler fighting for his life to contain his laugh
Comment observes the video creator's reaction at a specific timestamp, focusing on the content and creator rather than the immigration topic.
Meta-Commentary
0.90
brettfafata3017
Jan 28, 2026
Know your facts. This lady really hasn’t got a clue.
Know your facts. This lady really hasn’t got a clue.
Dismissive comment about the video creator's credibility and knowledge, directed at the person rather than substantive policy discussion.
Meta-Commentary
0.90
JuergenRinglein
Feb 24, 2026
Tyler...fred the bodyguard..kurt caz and nick shirely...💯💯💯💯
Tyler...fred the bodyguard..kurt caz and nick shirely...💯💯💯💯
Names video creators and participants with approval emojis, commenting on the people in the video rather than the immigration topic.
Meta-Commentary
0.90
omario2069
Jan 28, 2026
WILD refresh pull!
WILD refresh pull!
Exclamatory praise for video editing or content quality, using 'refresh pull' terminology.
Meta-Commentary
0.90
simmons5328
Jan 27, 2026
Bike guy based af.
Bike guy based af.
Brief praise for a person featured in the video ('bike guy'), commenting on the video content itself.
Meta-Commentary
0.90
thomasmichel8449
Jan 28, 2026
Raise your hand 🙋♂️ if you like the honesty of the guy on the bike.
Raise your hand 🙋♂️ if you like the honesty of the guy on the bike.
Solicits engagement about a person featured in the video, commenting on the video content and other viewers' reactions.
Meta-Commentary
0.90
GodsChildrenOnEarth
Jan 28, 2026
Brilliant speech! M. Trudeau will leave office on a high note.
Brilliant speech! M. Trudeau will leave office on a high note.
Evaluates the speech itself and comments on Trudeau's political legacy, focusing on the video content rather than substantive policy discussion.
Meta-Commentary
0.90
@RobertPérusse
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)