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
he not yelling or raising his voice!.??..his speech is confident… laughing at the them behind closed doors
he not yelling or raising his voice!.??..his speech is confident… laughing at the them behind closed doors
Comment analyzes the speaker's delivery and demeanor (tone, confidence, body language) rather than engaging with substantive content.
Meta-Commentary
0.75
@jhavalcain9339
Mar 4, 2025
Dude on the bike is on X or 4Chan for sure
Dude on the bike is on X or 4Chan for sure
Makes a speculative claim about a person in the video and their online activity rather than discussing immigration substantively.
Meta-Commentary
0.75
chayneschaetzle9307
Feb 24, 2026
20:59 Tyler what the hell is wrong with you why in gods name would you do this shit
20:59 Tyler what the hell is wrong with you why in gods name would you do this shit
Comment appears directed at a specific person ('Tyler') about their actions, likely referencing the video creator or content, making it meta-commentary about the video/creator.
Meta-Commentary
0.75
melsteny27
Feb 20, 2026
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even …
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even I dont like. Visit the mountains, beaches, Forests and cricket matches. You will surely love it.
Comment critiques the video creator's travel choices and suggests alternative destinations, focusing on the content and creator rather than immigration policy.
Meta-Commentary
0.75
simapaul4583
Feb 20, 2026
?Stop crying
?Stop crying
Brief dismissive comment about other commenters' emotional responses rather than substantive engagement.
Meta-Commentary
0.75
@AndrewMackay-z6q
Mar 5, 2025
You love Indian food?? Really?
You love Indian food?? Really?
Questions or critiques the video content itself, likely responding to a specific claim or segment about food preferences.
Meta-Commentary
0.75
JMBBrasil
Feb 20, 2026
"Investigating" = Monitor
"Investigating" = Monitor
Brief commentary questioning the terminology used in the video, suggesting 'investigating' is euphemistic for 'monitor.'
@brutos17
Feb 21, 2026
I thought this prick had quit
I thought this prick had quit
Dismissive comment about the PM's continued presence in office, mixing personal criticism with commentary on political status.
@timberry4250
Mar 5, 2025
Same old story, if we only look for the desired result, the cause remains unchanged...
Same old story, if we only look for the desired result, the cause remains unchanged...
Philosophical observation about the video's argument structure, suggesting the discussion misses root causes.
Meta-Commentary
0.75
terryjones7299
Feb 17, 2026
Justin speaks good English. I'm surprised
Justin speaks good English. I'm surprised
Comment about the speaker's language ability rather than immigration policy or substantive discourse.
Meta-Commentary
0.75
@KSG-g6w
Mar 4, 2025
BASED journalism at its finest folks.
BASED journalism at its finest folks.
Sarcastically praises the video's journalism quality, likely critiquing the content through ironic commentary.
philolson5110
Feb 24, 2026
CNN call it what it is A Fair Trade War...
CNN call it what it is A Fair Trade War...
Critiques media framing (CNN) of trade tensions, commenting on how the situation is being labeled rather than substantive policy analysis.
Meta-Commentary
0.75
@oldguyrulesweyerman6955
Mar 4, 2025
crying bittterly JP
crying bittterly JP
Brief emotional reaction to the video or its content without substantive argument.
Meta-Commentary
0.75
@twothefan7073
Mar 4, 2025
Try adding another zero Global tv
Try adding another zero Global tv
Comment directed at 'Global tv' (the broadcaster) critiquing the video itself rather than immigration policy.
Meta-Commentary
0.75
Stonesour1
Feb 18, 2026
I thought he resigned lol! His bosses are making him act
I thought he resigned lol! His bosses are making him act
Speculative comment about Trudeau's resignation status and motivations, treating the video/situation as subject of commentary.
@lensperspective9753
Mar 4, 2025
Oh Jason Kenny the cuck bye
Oh Jason Kenny the cuck bye
Uses derogatory language and sarcasm to dismiss a political figure mentioned in the video, combining personal attack with dismissive commentary.
bridgitfrostad4962
Feb 18, 2026
Regretfully; you are Speed-Babbling ... ! ??
Regretfully; you are Speed-Babbling ... ! ??
Criticism of the speaker's delivery style and presentation rather than substantive policy content.
Meta-Commentary
0.75
@johnnyeveritt5695
Mar 4, 2025
Not exact polite towards people who wear diapers. Absolutely appalling! Give me a break. I'm no fan of him either but dang don't lie.
Not exact polite towards people who wear diapers. Absolutely appalling! Give me a break. I'm no fan of him either but dang don't lie.
Comment critiques the video/speaker's portrayal or accuracy rather than discussing immigration policy itself.
Meta-Commentary
0.75
@luked9409
Mar 4, 2025
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comment critiques other commenters in the section and dismisses their views as idiotic, focusing on the discourse itself rather than substantive policy.
@skeptic0cynic0
Mar 4, 2025
Melanie Joly just nodding her hear like a monkey in the background ?? How did his ?? Taste??
Melanie Joly just nodding her hear like a monkey in the background ?? How did his ?? Taste??
Comment critiques a visible person (Melanie Joly) in the video background with sarcastic/mocking tone about her appearance and behavior.
@kieranjanczur8069
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)