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
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
Comment about the video content and a specific person featured, praising their communication style.
Meta-Commentary
0.80
ariesace02
Jan 27, 2026
Perpetuating the idea that people of African decent are less intelligent (as he sucks on his vape stick) this youtuber is a dick at best!
Perpetuating the idea that people of African decent are less intelligent (as he sucks on his vape stick) this youtuber is a dick at best!
Criticizes the YouTuber for perpetuating racist stereotypes about African descent people, combining video critique with ethical judgment.
Chad-r1k7f
Jan 27, 2026
bro is the same scumbag he was when he was trying t suck mr beast dick
bro is the same scumbag he was when he was trying t suck mr beast dick
Dismissive comment about the video creator's character and past behavior, focusing on the person rather than the topic.
Meta-Commentary
0.80
BadDoggy-p9i
Jan 27, 2026
Vassy you are one ignorant and rude women. Quit cutting her off.
Vassy you are one ignorant and rude women.
Quit cutting her off.
Criticizes the video host's behavior and interviewing style rather than addressing immigration policy directly.
Meta-Commentary
0.80
Yakub_Floyd
Feb 25, 2026
Oh come on! The first thumbnail was hilarious! 👱♀
Oh come on! The first thumbnail was hilarious!
👱♀
Commenter reacts positively to the video's thumbnail, offering praise for its humor.
ShagadelicBY
Jan 27, 2026
Unpopular opinion: the title is racist asf and so is most of the people in the comments
Unpopular opinion: the title is racist asf and so is most of the people in the comments
Commenter critiques the video title and other commenters rather than engaging with immigration substance.
hannahgutierrez7074
Mar 1, 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
Fake title mass report get this shit removed, misinformation at its finest if Trudeau really wanted to say all this he would have done it when he met with Trump not cross his arms and …
Fake title mass report get this shit removed, misinformation at its finest if Trudeau really wanted to say all this he would have done it when he met with Trump not cross his arms and feel offended like a snowflake
Criticizes the video title as misinformation and calls for removal, while making unsubstantiated claims about Trudeau's behavior.
@edwardhorton2571
Mar 4, 2025
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Thats not punjabi but hindi!!! But sihdu is punjabi surname
Commenter corrects linguistic/cultural details about the video content, providing feedback on accuracy.
jassibrar8418
Jan 27, 2026
The man on the bicycle is my hero. No filter. No malice. Pure honesty.
The man on the bicycle is my hero. No filter. No malice. Pure honesty.
Praises a person in the video for their perceived honesty rather than engaging with immigration policy substance.
senseiseagal1983
Jan 27, 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
"what do Canadian natives think" .... proceeds to interview retarded white people
"what do Canadian natives think" ....
proceeds to interview retarded white people
Critiques the video's framing and subject selection while making a derogatory racial characterization of interviewees.
bilfer-x8h
Jan 27, 2026
The man with the bicycle isn't trueful about African
The man with the bicycle isn't trueful about African
Critiques the truthfulness of a specific person featured in the video regarding their statements about Africa.
Meta-Commentary
0.80
kwadwopurple6527
Jan 27, 2026
Nobody believes you.
Nobody believes you.
Dismissive comment directed at the video creator or content credibility rather than substantive engagement.
Meta-Commentary
0.80
99problemsbutafishaintone35
Jan 5, 2026
Dude the guy on the bike is such a legend. ❤😂
Dude the guy on the bike is such a legend. ❤😂
Comment about a person in the video (the cyclist) rather than substantive immigration discourse.
capncatmuck1173
Jan 27, 2026
His address to congress tonight is going to be another ? show. ?.
His address to congress tonight is going to be another ? show. ?.
Expresses skepticism about an upcoming congressional address, commenting on the event itself rather than substantive policy.
Meta-Commentary
0.80
@SMOOVKILL1
Mar 4, 2025
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Primarily critiques the video's authenticity and staging, with secondary claims about the Polish person's accent being suspicious.
vaibhavkale5502
Jan 5, 2026
That guy on the bike is so beyond racist holy shit lol
That guy on the bike is so beyond racist holy shit lol
The comment critiques a person featured in the video (the bike rider) using casual language and humor to express disapproval of perceived racism.
o.g.flightz5561
Jan 27, 2026
The fact that CNN cut away when Trudeau switched to French says a lot about the US capacity for understanding
The fact that CNN cut away when Trudeau switched to French says a lot about the US capacity for understanding
Commenter critiques CNN's editorial decision to cut away, using it to make a broader claim about US cultural understanding.
@rda3000
Mar 4, 2025
I agree with the counselors position but it sucks that she lives life as a bitch....acting miserable will make everything around her miserable.
I agree with the counselors position but it sucks that she lives life as a bitch....acting miserable will make everything around her miserable.
Personal observation about a video participant's demeanor and attitude rather than substantive immigration discourse.
Meta-Commentary
0.80
pranavanthiru
Oct 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)