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
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Commenter is reacting to and validating claims made by someone in the video, engaging with the video's content rather than the immigration topic itself.
Meta-Commentary
0.75
REDWOOD-ROOTZ710
Jan 28, 2026
It does look safe
It does look safe
Brief comment evaluating the video content itself regarding safety appearance.
Meta-Commentary
0.75
muira58
Jan 28, 2026
4:34 fuck you piggy
4:34 fuck you piggy
Hostile comment directed at someone in the video, referencing a specific timestamp.
Meta-Commentary
0.75
Blessed831
Jan 28, 2026
I like how he dumbed out his speech when he was speaking directly to Drumph.
I like how he dumbed out his speech when he was speaking directly to Drumph.
Observes and comments on the speaker's rhetorical strategy and tone rather than substantive policy content.
Meta-Commentary
0.75
@powersac3
Mar 4, 2025
How Stupid is that!
How Stupid is that!
Brief dismissive comment about the video or its content without substantive argument.
Meta-Commentary
0.75
@peterbenning9416
Mar 4, 2025
The bike guy speaking facts!
The bike guy speaking facts!
Comment references and endorses a speaker in the video without substantive argument.
Meta-Commentary
0.75
RAJohnson713
Jan 28, 2026
Thank you for saying the market is down
Thank you for saying the market is down
References the video content itself rather than engaging with the substantive topic.
Meta-Commentary
0.75
@AdanGarcia-i7g
Mar 4, 2025
TRUMP ??????
TRUMP ??????
Brief expression of confusion or reaction to the video content, likely questioning its relevance to Trump.
Meta-Commentary
0.75
@TheZman2750
Mar 4, 2025
Not Punjab is panjab
Not Punjab is panjab
A brief correction about spelling/naming convention (Punjab vs Panjab), directed at the video content or previous comments.
Meta-Commentary
0.75
Manpreetgaming123-p8k
Jan 28, 2026
Why you crying for us
Why you crying for us
Brief comment addressing the video creator or commenters, questioning their emotional response.
Meta-Commentary
0.75
@pervaizakhtar5855
Mar 4, 2025
You targeting india for views. It is true even if u disagreeee
You targeting india for views. It is true even if u disagreeee
Commenter critiques the video creator's motives, claiming they are targeting India for views, which is commentary about the video itself rather than immigration policy.
Meta-Commentary
0.75
KartikeSinghmahar
Feb 11, 2026
This guy and his goof troop
This guy and his goof troop
Brief dismissive comment about Trump and his associates, functioning as commentary on the political figures discussed rather than substantive argument.
Meta-Commentary
0.75
@logans.507
Mar 4, 2025
And we’re bringing are factory’s back stupid
And we’re bringing are factory’s back stupid
Brief dismissive comment about the video content or discussion, lacking substantive engagement with the topic.
Meta-Commentary
0.75
@Lambrixsandra3
Mar 4, 2025
Damn I felt!!
Damn I felt!!
Brief emotional reaction to the video content itself without substantive engagement with the topic.
Meta-Commentary
0.75
@youtubeislifelol
Mar 4, 2025
News Lapdogs always sensationalize and exaggerate information “to get a reaction “. Also, why aren’t you reporting your lapdogs SELF-VICTIMIZING and pointing out that “Donald” was harsh language…PATHETIC LAPDOGS
News Lapdogs always sensationalize and exaggerate information “to get a reaction “. Also, why aren’t you reporting your lapdogs SELF-VICTIMIZING and pointing out that “Donald” was harsh language…PATHETIC LAPDOGS
Primarily critiques media coverage and the video/channel's reporting practices, with secondary criticism of how issues are framed.
@juanvillarreal4054
Mar 4, 2025
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Commenter criticizes the video's narrative framing and accuses the creator of spreading a particular spin, focusing on the video itself rather than substantive policy analysis.
Spitty95
Jan 28, 2026
What does Putin have on Trump and his family?
What does Putin have on Trump and his family?
Off-topic question about a political figure unrelated to the video content, appearing to be commentary on broader political discourse rather than the video subject.
Meta-Commentary
0.75
@AlainLabi
Mar 4, 2025
Look at all the comments of everyone on here that have no idea about politics or finances. I am pretty sure he put in his resignation because he failed canada and its people. But hey …
Look at all the comments of everyone on here that have no idea about politics or finances. I am pretty sure he put in his resignation because he failed canada and its people. But hey we have Americans on here complaining and of course caring about another country rather than their own.
Critiques other commenters' knowledge while asserting that Americans should focus on their own country rather than Canadian affairs.
@alexanderjackson3060
Mar 4, 2025
Trump is the antichrist. Pray ppl and pray hard to our Lord Jesus crist son of God our saviour king of kings. Because the antichrist is here . Please Pray ? ? may our Lord …
Trump is the antichrist. Pray ppl and pray hard to our Lord Jesus crist son of God our saviour king of kings. Because the antichrist is here . Please Pray ? ? may our Lord bless you all frend and fow.
Off-topic religious commentary about Trump unrelated to the video's content about Canadian immigration policy.
Meta-Commentary
0.75
@psmith9108
Mar 4, 2025
That is a chilling title and amazing speech from Trudeau. Like if you don’t trust Trump.
That is a chilling title and amazing speech from Trudeau. Like if you don’t trust Trump.
Comment about the video's title and content, with a call for engagement ('Like if').
@deltafire12
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)