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
Bike guy 2028
Bike guy 2028
Reference to 'Bike guy' appears to be commentary about a person or meme associated with the video or channel.
Meta-Commentary
0.80
DeanWinchester-w9e
Jan 28, 2026
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily be used as bias leaning toward racism. Increase your understanding of xenophobia and these issues, please. You're spreading ignorance and hate with your work, while posing as being impartial. The lowest thing u could do.
Directly critiques the video creator's editorial choices, framing, and responsibility, with moral concerns about bias and hate speech.
GentleJungle
Jan 28, 2026
Why is this MORON still there, I heard he was stepping Down!!
Why is this MORON still there, I heard he was stepping Down!!
Expresses personal criticism of the speaker and references rumors about their status.
Meta-Commentary
0.80
@jackcollier929
Mar 4, 2025
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his …
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his insecurities on others like a real dumbass.
Critiques another commenter's hypocrisy and character, focusing on the discourse rather than immigration policy itself.
islulison
Mar 1, 2026
the whole vid tyler looks so cold 🤣🤣
the whole vid tyler looks so cold 🤣🤣
A brief comment about the video subject's appearance and demeanor, using humor to comment on the video content itself.
DudeplaysFN
Jan 28, 2026
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just …
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just have said us White people are the minority in our own country. 😂😂😂
Critiques the video's language choice regarding racial terminology and challenges the framing of white people as non-colored minorities.
AswadKafele-r4s
Sep 20, 2025
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
Comment references a specific timestamp and location in the video with colloquial exclamations.
Meta-Commentary
0.80
Mtbkidd6767
Jan 28, 2026
Wow, the makers of this video went after the most prejudiced people, racist and uninformed who spew falsehood and prejudice. It would be nice if they educated themselves. Canadian cities are not dying, investment and …
Wow, the makers of this video went after the most prejudiced people, racist and uninformed who spew falsehood and prejudice. It would be nice if they educated themselves. Canadian cities are not dying, investment and services everywhere. This video is sad, and so anti-Canada.
Critiques the video's selection of interview subjects as prejudiced and uninformed, and challenges the video's framing of Canada's situation.
laurentbeaulieu4443
Sep 19, 2025
the guyy on the bike!!! just talking truthhh lololololol so honestly lol.
the guyy on the bike!!! just talking truthhh lololololol so honestly lol.
Commenter references a specific person in the video ('the guy on the bike') with casual approval and laughter, commenting on video content.
amoghjain7394
Jan 28, 2026
The guy @5:04 is fkn hilarious
The guy @5:04 is fkn hilarious
Comment references a specific moment in the video and expresses amusement, focusing on the video content itself.
paolograndee
Jan 28, 2026
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅.
Tyler, you are just collecting cheap views bro. Every video of yours.
You might be the next Nas Daily soon.
Criticizes the video creator's editorial choices and journalistic approach, accusing them of sensationalism and comparing to another content creator.
exploratorize7703
Jan 28, 2026
I forgot what an eloquent politician sounds like
I forgot what an eloquent politician sounds like
Evaluative comment about the speaker's rhetorical qualities, expressing appreciation for eloquent political speech.
Meta-Commentary
0.80
@JonathanDavisREP
Mar 4, 2025
13:16 Audentes fortuna iuvat
13:16 Audentes fortuna iuvat
References a specific timestamp in the video with a Latin phrase, commenting on video content.
Meta-Commentary
0.80
JoeHaggard-x3p
Jan 28, 2026
The bots came with an army ??
The bots came with an army ??
Comment about bot activity in the comment section itself, directly addressing the YouTube platform and other commenters.
Meta-Commentary
0.80
@ColderThanU
Mar 4, 2025
I understand he is addressing the real situation but the thumbnail is obviously racist lol
I understand he is addressing the real situation but the thumbnail is obviously racist lol
Critiques the video's thumbnail as racist while acknowledging the content may address real issues, focusing on the presentation rather than the topic itself.
gussewho2732
Jan 28, 2026
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
Comments on the video creator's choice to not call Trudeau 'President' and makes a political statement about him, focusing on the commentary itself rather than immigration policy.
Meta-Commentary
0.80
@RC-ku8pr
Mar 5, 2025
Bruuuhhh Last time he went after indians He almost lost his account
Bruuuhhh
Last time he went after indians
He almost lost his account
Comments on the creator's previous video about Indians and potential account consequences.
Meta-Commentary
0.80
SaeedKhan-op3by
Jan 27, 2026
Bro is probably an ICE and Trump supporter
Bro is probably an ICE and Trump supporter
Comments on the video creator's presumed political affiliations and ideology rather than the immigration topic itself.
Meta-Commentary
0.80
zockero8131
Jan 28, 2026
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
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
Criticizes the video's advertisement placement rather than the content itself, with sarcastic tone.
AlexBiron
Jan 28, 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)