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
Damn what a trash channel. White supremacist latin….. You can’t make this ish up!
Damn what a trash channel. White supremacist latin….. You can’t make this ish up!
Criticism of the channel itself and its perceived ideological stance, with accusatory framing.
mozbius
Feb 3, 2026
To be fair Canadians don't like him either it's all over Tiktok
To be fair Canadians don't like him either it's all over Tiktok
References social media discourse about Trudeau's unpopularity among Canadians, commenting on broader public sentiment.
@GetherDonezzz
Mar 4, 2025
So you're one of those people who talk in a weird accent when conversing with people who are foreign or who speak a different language. So bizarre and weird that you can't just talk in …
So you're one of those people who talk in a weird accent when conversing with people who are foreign or who speak a different language. So bizarre and weird that you can't just talk in your normal accent.
Critiques the video creator's behavior and communication style rather than discussing immigration policy itself.
Meta-Commentary
0.75
General_Junkie
Jan 28, 2026
This is heavy for everyone.
This is heavy for everyone.
General observation about the emotional weight of the topic/video content rather than substantive engagement.
Meta-Commentary
0.75
@TranquilityTalksChannel
Mar 4, 2025
15:39 I SUPPORT ICE
15:39 I SUPPORT ICE
References a specific timestamp in the video and expresses support for ICE (likely U.S. Immigration and Customs Enforcement), commenting on video content.
Meta-Commentary
0.75
quickdemon18
Feb 4, 2026
Great video of India!! Watched it all
Great video of India!! Watched it all
Comment about watching the video, though contains potential misidentification of content location.
Meta-Commentary
0.75
Underthestreetlightz
Jan 27, 2026
sabia que era brampton, y no vivo en canada
sabia que era brampton, y no vivo en canada
Non-English comment noting recognition of Brampton location; appears to be commentary on video content rather than substantive immigration discourse.
Meta-Commentary
0.75
ak7_4x
Oct 10, 2025
They ignored me lol how’s it feel lol
They ignored me lol how’s it feel lol
References being ignored by video creators or commenters, making meta-commentary about interaction within the comment section.
Meta-Commentary
0.75
justinbumpers3826
Feb 6, 2026
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Personal attack on creator for using inflammatory language and stereotyping, with threat of violence.
SamWasserman-k5s
Feb 7, 2026
Uncle on bike is definitely a groyper
Uncle on bike is definitely a groyper
Makes an observation about a person visible in the video, using coded political terminology.
Meta-Commentary
0.75
podcatchannels2292
Feb 7, 2026
4:34 fuck you piggy
4:34 fuck you piggy
Hostile comment directed at someone in the video, referencing a specific timestamp.
Meta-Commentary
0.75
Blessed831
Jan 28, 2026
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Comment appears to be promoting or referencing an unrelated event in Ontario, off-topic from immigration discussion.
Meta-Commentary
0.75
dylanbannon2370
Jan 27, 2026
It's great idea to get views 😊 Just make videos on India and disrespect them
It's great idea to get views 😊
Just make videos on India and disrespect them
Criticizes the video creator's motives, accusing them of disrespecting India for views; commentary on the channel's content strategy.
Meta-Commentary
0.75
KNOWING_EYES
Feb 7, 2026
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Commenter criticizes the video creator's intentions and makes an identity-based accusation about the creator's race, combining video critique with identity framing.
ZeroFilterUSA
Feb 17, 2026
His days ending soon..
His days ending soon..
A vague prediction about a political figure's tenure, functioning as commentary on the speaker rather than substantive discourse.
Meta-Commentary
0.75
@prannoyroy9347
Mar 4, 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
Trump is biggest lier and dumb ?
Trump is biggest lier and dumb ?
Off-topic personal attack on Trump unrelated to the video's content about Canadian immigration policy.
Meta-Commentary
0.75
@huynhle8711
Mar 4, 2025
The comment section is full of sentimentalities…. Far from reality guys
The comment section is full of sentimentalities…. Far from reality guys
Critiques the comment section itself for lacking realism, functioning as meta-commentary on discourse quality.
@twinsprofile
Mar 4, 2025
This guy is an idiot and that’s why he’s on his way out the door
This guy is an idiot and that’s why he’s on his way out the door
Off-topic personal attack on Trump unrelated to Canadian immigration policy or content.
Meta-Commentary
0.75
@bz4shez
Mar 4, 2025
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
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)