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
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
Critiques the creator's behavior in the video and calls for unsubscription, focusing on the video content itself.
shwethaaithraj
Jan 28, 2026
Spreading hate. How original.
Spreading hate. How original.
Comment critiques the video or discussion itself as spreading hate rather than engaging with substantive content.
Meta-Commentary
0.75
Bryanbhoop
Jan 28, 2026
Love the BGM. Appropriate for the clown circus going on in Canada. Oh, and, yep, housing. :/
Love the BGM. Appropriate for the clown circus going on in Canada. Oh, and, yep, housing. :/
Comments on the video's background music and uses sarcasm to critique the immigration situation, primarily addressing the video itself.
rcchin7897
Jun 20, 2025
Imagine following an order by that lunatic during wartime, risking execution if you deny
Imagine following an order by that lunatic during wartime, risking execution if you deny
Appears to be a reaction to video content about wartime orders, commenting on the scenario presented rather than immigration discourse.
Meta-Commentary
0.75
@antoinecringemann
Mar 5, 2025
you got to explore zorro ranch next
you got to explore zorro ranch next
Comment about the video content itself, suggesting a location for the creator to explore next.
Meta-Commentary
0.75
1234bcadlog
Feb 7, 2026
did ai write his speach , i stabd by tye words he sopoke and all but the speach was meh at best too much bravado , maga type speach
did ai write his speach , i stabd by tye words he sopoke and all but the speach was meh at best too much bravado , maga type speach
Critiques the speech quality and delivery style while questioning AI involvement, focusing on the presentation rather than policy substance.
@randomname5338
Mar 5, 2025
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world.
Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way.
however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were.
But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Primarily critiques the video creator's framing and rhetoric while offering comparative commentary on US-Canada relations.
Helpful90sKidClippy
Jan 28, 2026
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
Commenter acknowledges potential validity in the video's message while criticizing a specific person's behavior shown in it.
Cautious_Gamer
Jan 28, 2026
Pay attention to were u are standing. Get out of ppls way.
Pay attention to were u are standing. Get out of ppls way.
Observation about behavior in the video, likely commenting on someone's conduct shown in footage.
Meta-Commentary
0.75
RobbTrades4130
Feb 7, 2026
1:57 this guy spoke facts
1:57 this guy spoke facts
Comment references a specific timestamp in the video and affirms a speaker's credibility, engaging with video content.
Meta-Commentary
0.75
sanjit-r7r
Jan 28, 2026
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
Commenter recognizes a location from the video and expresses surprise/alarm about it, focusing on the video content itself rather than immigration policy.
Adrichou75
Jan 28, 2026
He is acting like a big man because he’s all done in 8 days
He is acting like a big man because he’s all done in 8 days
Comments on the subject's behavior and demeanor ('acting like a big man') and references the timing context, focusing on the person rather than substantive policy.
Meta-Commentary
0.75
@10gauge100
Mar 4, 2025
White dude with mittens spitting facts.
White dude with mittens spitting facts.
Commenter references the creator's race/appearance while endorsing the channel's message, mixing commentary on the creator with implicit identity framing.
Patriot-nz5lz
Feb 7, 2026
A major game of chess playing out...
A major game of chess playing out...
Vague observation about geopolitical events unfolding, appears to be commentary on the broader situation rather than substantive engagement with the topic.
Meta-Commentary
0.75
@sandicoppins
Mar 5, 2025
No one cares what Trudeau/ Canada thinks rn
No one cares what Trudeau/ Canada thinks rn
Dismissive commentary about relevance and attention to Canadian leadership.
Meta-Commentary
0.75
@KryptonXSupergirl
Mar 5, 2025
Your speech is fantastic, Sir. I'm afraid Trump may not understand what you're talking about.
Your speech is fantastic, Sir. I'm afraid Trump may not understand what you're talking about.
Praises the speaker's speech quality while making a comparative judgment about Trump's comprehension.
@DeusNkunga
Mar 5, 2025
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Critiques the YouTube channel's editorial choices and content approach while requesting similar coverage elsewhere.
blackchan4249
Jan 29, 2026
Trump is the biggest disgrace in the US.
Trump is the biggest disgrace in the US.
Off-topic statement about Trump unrelated to the video's Canadian immigration focus; appears to be tangential commentary.
Meta-Commentary
0.75
@JamesCatena
Mar 4, 2025
Canada's Rahul Gandhi ?
Canada's Rahul Gandhi ?
Brief, unclear reference to a political figure in relation to the video content; appears to be commentary on the video subject rather than substantive discourse.
Meta-Commentary
0.75
@rox1451
Mar 5, 2025
4:55 daymnn
4:55 daymnn
A brief exclamatory reaction to a video timestamp, expressing surprise or emphasis about video content without substantive argument.
Meta-Commentary
0.75
Inner_City_Mixer
Feb 8, 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)