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
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Comment critiques the video's thumbnail choice, directly addressing the video production itself.
Meta-Commentary
0.80
dharmoRAKSHATI-Rakshitah
Jan 28, 2026
The only person upset about this is you Justin
The only person upset about this is you Justin
Dismissive comment directed at the video creator or commenter rather than engaging with substantive content.
Meta-Commentary
0.80
@travisphifer5202
Mar 4, 2025
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
Comment responds to the video content itself, praising the YouTuber's bravery in visiting a location.
Meta-Commentary
0.80
HighOnJack
Jan 29, 2026
Guy on the bike is the biggest a$$hole in Canada
Guy on the bike is the biggest a$$hole in Canada
Comment critiques a specific person featured in the video rather than addressing immigration policy or broader themes.
Meta-Commentary
0.80
Brrrrrrrrrkttttttt
Jan 27, 2026
Aah yes racism is a business ahh person - this dude
Aah yes racism is a business ahh person - this dude
Commenter is sarcastically critiquing the video creator's apparent stance that racism is being used as a business strategy.
ap-dk5yw
Jan 29, 2026
Damn that one dude was kinda awesome. He doesn't give a fu..
Damn that one dude was kinda awesome. He doesn't give a fu..
Commenter references a specific person from the video content and praises their attitude, with casual language suggesting appreciation.
jakethechemist2835
Jan 27, 2026
Promoting games that sells used data is probably the most pathetic actions of Tyler
Promoting games that sells used data is probably the most pathetic actions of Tyler
Criticism of the video creator's (Tyler's) editorial choices and sponsorship decisions rather than immigration policy itself.
chadchaddington5786
Jan 27, 2026
Tyler, where is the Lakewood New Jersey video??! I hope you didn't scrap it due to fear
Tyler, where is the Lakewood New Jersey video??! I hope you didn't scrap it due to fear
Addresses the content creator directly about a missing video and speculates about reasons for its absence.
Goyimboyusa
Jan 27, 2026
I don't believe you
I don't believe you
Expresses skepticism about the video's credibility without elaborating on specific claims.
Meta-Commentary
0.80
happykittygamer062
Dec 30, 2025
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money.
I don’t know how stupid people are to watch and fall for such videos. Currently youtube, google is working as villian for society. Along with other social media
Criticizes the video as clickbait and discusses YouTube's role in spreading divisive content.
The-Tree-videos
Sep 19, 2025
7:32 this guy is such a “typical white guy” in Canada….
7:32 this guy is such a “typical white guy” in Canada….
Comments on a specific person in the video using a stereotypical identity descriptor, primarily critiquing the video content rather than immigration policy.
MichaelThomas-ll1hw
Jan 27, 2026
Yo @tyleroliveira I love how you switch your voice up when you speak to peeps with accents to sound like them 😂
Yo @tyleroliveira I love how you switch your voice up when you speak to peeps with accents to sound like them 😂
Comment about the video creator's performance and mimicry technique rather than immigration substance.
ChrisSilver-o2h
Jan 27, 2026
It is pretty ugly
It is pretty ugly
Brief aesthetic judgment about the video content itself rather than immigration policy.
Meta-Commentary
0.80
lominiski
Sep 19, 2025
Weird seing places i go every day on YouTube
Weird seing places i go every day on YouTube
Comments on the video content itself, noting recognition of local places featured.
mapletreepower7038
Jan 28, 2026
Bike guy is a racist pos. Fuck all of you for agreeing with his views.
Bike guy is a racist pos. Fuck all of you for agreeing with his views.
Attacks a person featured in the video and criticizes other commenters' views, focusing on commentary about the video content.
ElizaSoberako
Jan 29, 2026
Damn, that bicyclist is so based!😂😂😂
Damn, that bicyclist is so based!😂😂😂
Comments on a specific person or moment in the video ('bicyclist') with approval and humor, focusing on video content rather than policy.
Skyk0rn
Jan 29, 2026
Thanks Tyler I love safety man on a bike.
Thanks Tyler
I love safety man on a bike.
A brief comment thanking the video creator and referencing content shown in the video.
Meta-Commentary
0.80
andrewkielbasowycz1915
Jan 27, 2026
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Bike guy is spitting facts lol.
Thats a brave white man to say all that. Guy has nothing to lose lol.
Comments on the video creator's credibility while making an identity-based observation about his race and perceived lack of personal stakes.
yesleksmith
Jan 28, 2026
Thank you for this video! We have had a serious issue with this for awhile
Thank you for this video! We have had a serious issue with this for awhile
Thanks the creator for addressing an issue, expressing agreement with the video's framing.
FineOlSolution
Jan 27, 2026
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
Critiques the video content itself, noting racist commentary and observing that complaints are about systemic issues rather than immigration.
Meta-Commentary
0.80
Zero-dn9tf
Feb 17, 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
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)