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
HURT ? Calm Down Canada
HURT ? Calm Down Canada
Brief dismissive comment about the emotional tone of the speech/discussion rather than engaging with substantive content.
Meta-Commentary
0.70
@Capycabra
Mar 4, 2025
Donald Thump what are you doing
Donald Thump what are you doing
Comment addresses a person (Donald Trump) in a dismissive way, likely reacting to video content rather than engaging substantively with immigration discourse.
Meta-Commentary
0.70
@daviddavison8175
Mar 4, 2025
A leader who’s brain works
A leader who’s brain works
Brief evaluative comment about the speaker's intelligence, functioning as commentary on the video subject rather than substantive discourse.
Meta-Commentary
0.70
@CathyLoughran
Mar 4, 2025
It's all just sabre rattling....Doesn't matter
It's all just sabre rattling....Doesn't matter
Comment dismisses the video/discussion topic as performative posturing rather than substantive content.
Meta-Commentary
0.70
@thesigmaoracle8456
Mar 4, 2025
? Canada. ?
? Canada. ?
Cryptic emoji-based comment about Canada appears to be meta-commentary or reaction to the video itself.
Meta-Commentary
0.70
@Lisa-cg9vv
Mar 4, 2025
breaking bad
breaking bad
Brief reference to Breaking Bad TV show, likely off-topic or spam-like commentary unrelated to the video content.
Meta-Commentary
0.70
@RegulatedNinja
Mar 4, 2025
We believe you.
We believe you.
Minimal response acknowledging or responding to another commenter's statement.
Meta-Commentary
0.70
@bobbymccallum7303
Mar 4, 2025
It's blistering alright
It's blistering alright
Brief reaction to the video content itself without substantive engagement with the topic.
Meta-Commentary
0.70
@ThomasHaberkorn
Mar 4, 2025
will sale of donald dump cars collapse.....teslas
will sale of donald dump cars collapse.....teslas
Off-topic comment about vehicle sales unrelated to the video content, appears to be spam or trolling.
Meta-Commentary
0.70
@walshjoseph7991
Mar 4, 2025
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Appears to be a personal attack on the video creator regarding their career change, constituting commentary about the person behind the content.
Meta-Commentary
0.70
@enng.625
Mar 4, 2025
Thanks mr.primeminster
Thanks mr.primeminster
Brief acknowledgment of the video subject (Prime Minister) without substantive engagement; appears to be a meta-level comment about the content.
Meta-Commentary
0.70
@EmmaJavas
Mar 4, 2025
Isn’t the same guy who was getting cursed out by his own people to his face
Isn’t the same guy who was getting cursed out by his own people to his face
References a specific person's past public reception, functioning as commentary on the video subject rather than substantive policy discussion.
@littlemayham4900
Mar 4, 2025
in my home state of vermont
in my home state of vermont
Brief statement referencing Vermont in relation to video content, appears to be a tangential or off-topic comment about the commenter's location.
Meta-Commentary
0.70
lawoneseven
Jan 27, 2026
Tyler=racist
Tyler=racist
Brief accusation directed at a person (likely the video creator), functioning as commentary on the speaker rather than substantive discourse.
codexe.digital
Feb 18, 2026
Thanks to Liberals
Thanks to Liberals
Sarcastic or ambiguous one-liner attributing blame to Liberals; unclear intent but appears to comment on political discourse rather than substantive policy.
Meta-Commentary
0.70
SDR3066
Feb 17, 2026
This is classic misdirection,wasn't Trudeau hated by his own countrymen,2months ago?
This is classic misdirection,wasn't Trudeau hated by his own countrymen,2months ago?
Questions the video's framing as misdirection, noting Trudeau's unpopularity domestically two months prior.
@gregorycech6643
Mar 4, 2025
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
SURPRISE SURPRISE
SURPRISE SURPRISE
Sarcastic reaction to the video content, expressing cynicism about predictable immigration discourse.
pshbbls
Feb 18, 2026
This video is very honest and open review against crypt government of India
This video is very honest and open review against crypt government of India
Comments on the video's content and framing rather than engaging with immigration topic itself, praising its critical stance.
daydreamer695
Feb 10, 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
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)