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 thought dis nikka was stepping down.. dafuq is he still talking for...
I thought dis nikka was stepping down.. dafuq is he still talking for...
Commenter questions why Trudeau is still speaking, suggesting confusion about the video's context or expressing skepticism about his continued political role.
Meta-Commentary
0.70
@AB-lm6dy
Mar 4, 2025
Don't flatter Trump by calling him a smart guy.
Don't flatter Trump by calling him a smart guy.
Comment critiques how another commenter characterized Trump rather than engaging with substantive content.
Meta-Commentary
0.70
@norm2923
Mar 4, 2025
he is $tupuud
he is $tupuud
Brief insult directed at someone (likely a public figure), functioning as dismissive commentary rather than substantive argument.
Meta-Commentary
0.70
@jerry-q8f
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
Infantile behaviour
Infantile behaviour
Brief dismissive comment about the video or speaker's behavior rather than substantive engagement with immigration content.
Meta-Commentary
0.70
@ii.1.1
Mar 5, 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
A tipacall woke responce from a wet rag
A tipacall woke responce from a wet rag
Comment critiques the video or its framing as 'woke' rather than engaging with substantive content.
Meta-Commentary
0.70
@captainemoji1111
Mar 5, 2025
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
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
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
This is the sad moment for America and Canada. Unbelievable
This is the sad moment for America and Canada. Unbelievable
Brief emotional reaction to the video content without substantive engagement with immigration policy or arguments.
Meta-Commentary
0.70
@sunrise4569
Mar 4, 2025
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
This guy. ?
This guy. ?
Minimal comment expressing reaction to the speaker with emoji, functioning as meta-commentary on the video content.
Meta-Commentary
0.70
@concreteoctopus
Mar 4, 2025
????? oh no!
????? oh no!
Expresses reaction to the video content itself with minimal substantive engagement.
Meta-Commentary
0.70
@Legostarwarsfan4
Mar 5, 2025
DOWN WITH DONALD
DOWN WITH DONALD
Off-topic political statement unrelated to the video content or Canadian immigration discussion.
Meta-Commentary
0.70
@DeineMudda313313
Mar 5, 2025
What an idiot.
What an idiot.
A dismissive comment about someone (likely a political figure) that functions as meta-commentary on the video or discussion rather than substantive argument.
Meta-Commentary
0.70
@hangthatflagupsidedownplea3049
Mar 5, 2025
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Mocking commentary about other commenters' reactions to the video content.
saikou_kinich
Jan 28, 2026
Because he is addressing the American population, he is already mentally broken himself. announce the decision and that's it. Why talk so much?
Because he is addressing the American population, he is already mentally broken himself. announce the decision and that's it. Why talk so much?
Commenter critiques the Prime Minister's communication style and approach to addressing the American audience.
@vanolortkipanidze5326
Mar 5, 2025
Yup what a professional person
Yup what a professional person
Brief comment about the speaker's professionalism, likely responding to the video content or speaker.
Meta-Commentary
0.70
@tudiS-uw5yt
Mar 4, 2025
this snake again
this snake again
Dismissive comment about the speaker (likely Trudeau) rather than substantive engagement with immigration policy.
Meta-Commentary
0.70
@Froz718
Mar 5, 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)