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
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Meta-Commentary
3,846 comments
Civil war president vibes from Donald ???
Civil war president vibes from Donald ???
Brief comment comparing the video subject to Donald Trump's demeanor, likely referencing the speaker's tone or style.
Meta-Commentary
0.70
@Hitsvcards
Mar 4, 2025
You are the loser whatever you do.
You are the loser whatever you do.
Generic insult directed at the commenter or video creator rather than substantive engagement with content.
Meta-Commentary
0.70
@يومياتابراهيم-ذ8ظ
Mar 4, 2025
ELON = GOAT
ELON = GOAT
Off-topic comment about Elon Musk unrelated to the video content, functioning as tangential commentary.
Meta-Commentary
0.70
@woodswoods7621
Mar 4, 2025
I HATE tRump SO DAMN MUCH! What a waste of life that pea brain is.
I HATE tRump SO DAMN MUCH! What a waste of life that pea brain is.
Off-topic personal attack on Trump unrelated to Canadian immigration policy or the video's content.
Meta-Commentary
0.70
@Taeallday802
Mar 4, 2025
We cant make sense of him
We cant make sense of him
Vague statement about inability to understand someone, likely referring to a political figure discussed in the video.
Meta-Commentary
0.70
@dianeterry4911
Mar 4, 2025
4 years ago the Canadians wanted this guy out now he is the hero... Keep at it you'll come around is the life lesson
4 years ago the Canadians wanted this guy out now he is the hero... Keep at it you'll come around is the life lesson
Reflects on changing public opinion toward Trudeau over time, offering a life lesson observation about political perception shifts.
@steven_dillon
Mar 4, 2025
Stop going to places not even relevant
Stop going to places not even relevant
Criticism of the video content itself as off-topic or irrelevant.
Meta-Commentary
0.70
@yeuly390
Mar 4, 2025
Lovely to listen to a lovely intelligence man also vey nice normal to loot at no fake there
Lovely to listen to a lovely intelligence man also vey nice normal to loot at no fake there
Comments on the speaker's appearance and credibility ('lovely intelligence man', 'no fake there') rather than substantive policy discussion.
Meta-Commentary
0.70
@joanconroy3242
Mar 4, 2025
I've got to release the stress somehow. Sharing truth is good for the soul
I've got to release the stress somehow. Sharing truth is good for the soul
Reflects on personal motivation for commenting rather than engaging with substantive content.
Meta-Commentary
0.70
@kevinhaug2928
Mar 4, 2025
and on top of it your a dam lier
and on top of it your a dam lier
Personal attack on a commenter or public figure rather than substantive policy engagement.
Meta-Commentary
0.70
@Anthony-h8p
Mar 4, 2025
Definately, I'm shaking my head too!
Definately, I'm shaking my head too!
Commenter expresses agreement with the video's sentiment without substantive content, functioning as meta-engagement.
Meta-Commentary
0.70
dennissoppitt2267
Feb 27, 2026
That blue nigga is crazy
That blue nigga is crazy
References a person visible in the video with a casual/colloquial descriptor and comment about their behavior.
Meta-Commentary
0.70
priyanshu1564
Jan 29, 2026
I did not think he had it in him.... ??
I did not think he had it in him.... ??
Vague reaction to video content expressing surprise, likely about a specific moment shown rather than substantive policy discussion.
Meta-Commentary
0.70
@sdcorpse
Mar 4, 2025
Please come to Winnipeg next. You'll be in for a shock.
Please come to Winnipeg next. You'll be in for a shock.
A brief comment suggesting the video creator visit another city, implying critical commentary about immigration patterns there.
solidcitizen-t1g
Jan 29, 2026
2:08 totally agree sir
2:08 totally agree sir
Generic agreement statement without substantive content, likely responding to video or another commenter.
Meta-Commentary
0.70
nickevershedmusic27
Mar 2, 2026
Wooah ?❗ yikes
Wooah ?❗ yikes
Minimal reaction expression to video content without substantive discourse engagement.
Meta-Commentary
0.70
@Johnny_Mikuni_gasoline
Mar 4, 2025
Treudy. Its too late bud you talkin to much shit
Treudy. Its too late bud you talkin to much shit
Dismissive comment about the Prime Minister's communication style, focusing on the speaker rather than substantive policy discussion.
Meta-Commentary
0.70
@glennmiller5772
Mar 4, 2025
Everything he says here was already said, it's just that some people don't want to listen or don't feel the need to know what's actually going on
Everything he says here was already said, it's just that some people don't want to listen or don't feel the need to know what's actually going on
Comments on the repetitive nature of the video's message and audience reception rather than engaging with the immigration topic itself.
Meta-Commentary
0.70
@grocery-k9h
Mar 4, 2025
What’s it look like
What’s it look like
Vague response to video content that appears to be meta-commentary or unclear engagement with the discussion.
Meta-Commentary
0.70
@Bigfootsdick-z3p
Mar 4, 2025
It looks like the Trudeau y crying ,
It looks like the Trudeau y crying ,
Brief, unclear comment appearing to mock or comment on the video subject's emotional state rather than engage with immigration policy.
Meta-Commentary
0.70
@Jaowater
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)