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
Intimidasi Epstein
Intimidasi Epstein
The comment appears to reference an external figure or event unrelated to the video content, possibly spam or off-topic.
Meta-Commentary
0.65
ydidi6233
Feb 9, 2026
You don't have the cards
You don't have the cards
Cryptic comment appears to critique the speaker's position or argument strength, likely referencing the video content or debate context.
Meta-Commentary
0.65
@Worshipwonders3
Mar 4, 2025
Detroit/ Windsor
Detroit/ Windsor
Brief geographic reference to Detroit/Windsor border region, likely contextual to video content.
Meta-Commentary
0.65
@davidcruz2346
Mar 4, 2025
Speaking truth to stupidity
Speaking truth to stupidity
Vague meta-level judgment about the video or speaker without substantive engagement with immigration policy or related topics.
Meta-Commentary
0.65
@texanfilms
Mar 4, 2025
Years of 2024-2043 represent Fire Element in Occult Science. Any lies or sham will be handled and punished.
Years of 2024-2043 represent Fire Element in Occult Science. Any lies or sham will be handled and punished.
Cryptic statement about occult science and cosmic cycles unrelated to immigration substance; appears tangential to discussion.
Meta-Commentary
0.65
travismith99
Dec 25, 2025
പെരുമ്പാവൂർ😂
പെരുമ്പാവൂർ😂
Single word in Malayalam with emoji appears to be a location reference or off-topic comment unrelated to immigration discussion.
Meta-Commentary
0.65
Vishnu_3003
Feb 10, 2026
The job of a business man is to PERSUADE people, NOT convince (logic, Engineers). They play with T.h.y ? emotion ! Just for information...
The job of a business man is to PERSUADE people, NOT convince (logic, Engineers). They play with T.h.y ? emotion ! Just for information...
A vague observation about business persuasion tactics that appears tangentially related to the video content but lacks clear connection to immigration discourse.
Meta-Commentary
0.65
@ElhamFahimipour
Mar 4, 2025
Human Evolution has reached its limits once again good folks. Once again our minds are regressing and we have separated ourselves from the harmonized nature of nature, and now, once again, a natural and unnatural …
Human Evolution has reached its limits once again good folks. Once again our minds are regressing and we have separated ourselves from the harmonized nature of nature, and now, once again, a natural and unnatural reset is at hand, natural meaning nature will take its course regardless of what we say, and destroy the earth as it has done 3 times before, with the ice age/meteor/flood, and unnatural, by way of man's hand through Armageddon ??
Tangential philosophical commentary about human evolution and environmental collapse, largely off-topic from the video's content.
Meta-Commentary
0.65
@marionevans1595
Mar 4, 2025
JESUS CHRIST
JESUS CHRIST
Exclamatory reaction to video content, expressing shock or disbelief without substantive argument.
Meta-Commentary
0.65
rachan_hd8427
Jan 27, 2026
Who is this guy anyhow wasn't he supposed to step down dont be a moron and comment that he's a good leader look in the mirror you may see a turd.
Who is this guy anyhow wasn't he supposed to step down dont be a moron and comment that he's a good leader look in the mirror you may see a turd.
Primarily comments on other commenters' behavior and judgment, with secondary criticism of leadership credibility.
@lewislakner2081
Mar 4, 2025
ts carson gons home
ts carson gons home
Brief, unclear reference to a person or content creator, likely commenting on video subject matter rather than immigration policy.
Meta-Commentary
0.65
an602_24
Jan 27, 2026
All doubtful talk
All doubtful talk
Brief dismissive comment about the video content itself rather than substantive engagement with the topic.
Meta-Commentary
0.65
@niranjanak1534
Mar 4, 2025
Stop taking cancer ? relegion first
Stop taking cancer ? relegion first
Incoherent comment criticizing the video/channel choice of speaker rather than addressing immigration policy.
Meta-Commentary
0.65
@gapeyanpereira3756
Mar 4, 2025
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Comments on the video creator's content patterns and expresses personal identity affinity, with problematic stereotyping.
yaydidksksjo
Jan 27, 2026
Wasn’t Speaking like this during Covid, or Truckers Strike
Wasn’t Speaking like this during Covid, or Truckers Strike
References the video subject's past statements during COVID and truckers strike, implying hypocrisy or inconsistency in current messaging.
@Ironmen1975
Mar 4, 2025
This gigolo speaking for Canadians holy?
This gigolo speaking for Canadians holy?
Dismissive comment about the video speaker's credibility rather than engaging with immigration policy content.
Meta-Commentary
0.65
@WaiZhou
Mar 4, 2025
These are fighting words
These are fighting words
Vague comment about the video's tone or content rather than substantive engagement with immigration.
Meta-Commentary
0.65
@anthonyjonas6236
Mar 4, 2025
Revaluation 13:1
Revaluation 13:1
Cryptic reference to 'Revelation 13:1' appears to be a biblical citation unrelated to the video content itself.
Meta-Commentary
0.65
@edmundmcbride6355
Mar 4, 2025
Its a grand spectacle to see him speak. At just about the time other circumstances are turning an unknown corner Canada,yes Canada has now spoken up about something credible and concerning. Canada might as well …
Its a grand spectacle to see him speak. At just about the time other circumstances are turning an unknown corner Canada,yes Canada has now spoken up about something credible and concerning. Canada might as well now that some savior from Europe will emerge from a broken chair and claim to be the broker of peace and prosperity. As for me there is only one savior and HE knows the time and places. And his name is not what youve known it to be. Individual realtionships with HIM are all youve got. Goodluck everyone. Read the fine print.
Philosophical and religious commentary on current events with vague references to Canada's position; primarily meta-level reflection.
Meta-Commentary
0.65
@blindandok1415
Mar 4, 2025
Ok whatever
Ok whatever
Dismissive comment about the video/discussion itself with minimal substantive content.
Meta-Commentary
0.65
@CharlieB.Garcia
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)