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
This is a bogus claim.
This is a bogus claim.
Brief dismissal of the video's claims without substantive argument, commenting on the content's validity.
Meta-Commentary
0.90
notieham548trickie42
Feb 23, 2026
Five minutes in. Zzz.
Five minutes in. Zzz.
Critiques the video itself as boring or unengaging, commenting on content quality rather than the immigration topic.
Meta-Commentary
0.90
LoveDavius789
Jan 29, 2026
1:43 Why does this gen x think Ryerson is still a college?
1:43
Why does this gen x think Ryerson is still a college?
Questions a factual detail in the video (Ryerson's institutional status), directly critiquing video content accuracy.
Meta-Commentary
0.90
UserEvanescent
Jan 29, 2026
I can definitely see this guy's channel getting deleted for inciting hatred towards a group of people very soon.
I can definitely see this guy's channel getting deleted for inciting hatred towards a group of people very soon.
Comment critiques the video creator's content and predicts platform consequences, focusing on the channel itself rather than immigration policy.
Meta-Commentary
0.90
MrKrabs-du7ss
Jan 29, 2026
no esta doblado al español :c
no esta doblado al español :c
Comment about video format/features (lack of Spanish dubbing), directed at the content itself.
Meta-Commentary
0.90
calorlatino5342
Jan 27, 2026
FAKE NEWS ..FAKE NEWS .FAKE NEWS..
FAKE NEWS ..FAKE NEWS .FAKE NEWS..
Dismisses the video/news source as fake without substantive argument, critiquing the media rather than engaging with content.
Meta-Commentary
0.90
@billybibbit77bibbit
Mar 4, 2025
Well said ?
Well said ?
Brief affirmation of the speech content without substantive engagement; functions as a reaction to the video itself.
Meta-Commentary
0.90
@RobertButwell-u5o
Mar 4, 2025
Hey boy, when you address the President of the United States, you call him Mr. President
Hey boy, when you address the President of the United States, you call him Mr. President
Critiques the speaker's protocol and etiquette in addressing the US President.
Meta-Commentary
0.90
@StraightArrow-h3h
Mar 4, 2025
This might be the most ignorant video - the guy keeps confusing Sikhs with Hindus and there's a ton of AI-generated content/images.
This might be the most ignorant video - the guy keeps confusing Sikhs with Hindus and there's a ton of AI-generated content/images.
Critiques the video's content quality, accuracy, and production methods rather than the immigration topic itself.
ricktyman4709
Jan 27, 2026
That guy with the bike is a legend says it all perfectly
That guy with the bike is a legend says it all perfectly
Praises a person featured in the video ('guy with the bike') without substantive engagement with immigration policy or arguments.
Meta-Commentary
0.90
Goingbananas321
Jan 27, 2026
he is right !!!!!
he is right !!!!!
Brief affirmation of the video speaker's argument without substantive content, functioning as meta-commentary on the discussion.
Meta-Commentary
0.90
legend1958
Feb 24, 2026
Finally this guy makes a video in my home
Finally this guy makes a video in my home
Comment about the video itself, noting the creator filmed in the commenter's home location.
Meta-Commentary
0.90
atexbrown
Jan 28, 2026
vassy tries to keep pressing the obvious that Michelle is stating!
vassy tries to keep pressing the obvious that Michelle is stating!
Commentary on the video participants' rhetorical strategies and conversational dynamics rather than substantive policy discussion.
Meta-Commentary
0.90
RobBouch
Feb 24, 2026
00:55 - 1:24 <---- this.
00:55 - 1:24 <---- this.
References a specific timestamp in the video, indicating commentary about the video content itself.
Meta-Commentary
0.90
BlackDragonStudios1
Aug 27, 2025
Can we get that woman in purple to shut up so we can hear what Trudeau is saying?
Can we get that woman in purple to shut up so we can hear what Trudeau is saying?
Comment about the video itself, specifically requesting that a woman in the background be silenced so the speaker can be heard.
Meta-Commentary
0.90
@CaptainBazza
Mar 4, 2025
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
Prime Minister was just starting to answer questions, she’s speaking over him and pulled away to add her comment, wtf….. take a shut up pill.
Prime Minister was just starting to answer questions, she’s speaking over him and pulled away to add her comment, wtf….. take a shut up pill.
Critiques the video content and participants' behavior during the interview, focusing on the presentation rather than policy substance.
Meta-Commentary
0.90
@onefamilys4299
Mar 4, 2025
That’s not blistering speech. Just a heart broken friend asking America to reduce tariffs and mend the ties.
That’s not blistering speech. Just a heart broken friend asking America to reduce tariffs and mend the ties.
Critiques the tone and framing of the speech itself rather than the underlying policy or content.
Meta-Commentary
0.90
@DocPKR
Mar 5, 2025
you look so cold
you look so cold
Observation directed at the video subject's appearance/condition rather than engaging with immigration discourse.
Meta-Commentary
0.90
MrCoutopia
Jan 27, 2026
no way he made a vid of my hometown
no way he made a vid of my hometown
Comment about the video's subject matter (hometown) rather than immigration topic itself.
Meta-Commentary
0.90
whywehere8863
Jan 28, 2026
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)