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
5:28 My homie grandpa spitting facts
5:28 My homie grandpa spitting facts
References a specific moment in the video and endorses a statement made by someone featured in it.
Meta-Commentary
0.85
Sir.Black.
Jan 27, 2026
The ending felt so heart touching honestly, i felt like my soul was leaving my body
The ending felt so heart touching honestly, i felt like my soul was leaving my body
Evaluates the emotional impact and quality of the video's ending.
Meta-Commentary
0.85
Sulzaari
Jan 27, 2026
Bro is sponsored by a bunch of scammers
Bro is sponsored by a bunch of scammers
Comment critiquing the video creator's sponsorships and associations rather than the immigration topic itself.
Meta-Commentary
0.85
volumedealer2716
Jan 27, 2026
Bike man is speaking facts.
Bike man is speaking facts.
Comment references 'Bike man' from the video and affirms his statements, engaging in meta-commentary about video content.
Meta-Commentary
0.85
noneprovided1960
Jan 27, 2026
Nick shirley type „Journalist“
Nick shirley type „Journalist“
Dismissive comment about the video creator/journalist, critiquing their credibility or approach.
Meta-Commentary
0.85
younglord6620
Jan 27, 2026
izzat rage coming to this comment section
izzat rage coming to this comment section
Comment references the comment section itself and anticipates emotional reactions from other commenters.
Meta-Commentary
0.85
DOOMTUBE13
Jan 27, 2026
Where’s babu!
Where’s babu!
Comment references a person ('babu') likely from the video, asking about their whereabouts rather than engaging with immigration content.
Meta-Commentary
0.85
agmcroom2374
Jan 27, 2026
wow . tyler came to Torontos little India !
wow . tyler came to Torontos little India !
Observational comment about the video content itself, noting the YouTuber's visit to a specific neighborhood.
Meta-Commentary
0.85
MrHodl99
Jan 27, 2026
This dude is a little shaky
This dude is a little shaky
Personal observation about the speaker's demeanor or presentation rather than substantive policy discussion.
Meta-Commentary
0.85
@jasonchase5401
Mar 4, 2025
Old news recycled
Old news recycled
Comment critiques the video content itself as recycled/old news rather than engaging with immigration substance.
Meta-Commentary
0.85
Crike-Eh
Jan 3, 2026
Trade War: a situation in which two or more countries raise import taxes and quotas (= limits on numbers of goods) to try to protect their own economies. From Cambridge Dictionary
Trade War: a situation in which two or more countries raise import taxes and quotas (= limits on numbers of goods) to try to protect their own economies. From Cambridge Dictionary
Provides a dictionary definition of trade war, likely clarifying terminology for other commenters.
Meta-Commentary
0.85
@extrabutter9667
Mar 4, 2025
That city worker gettin fired
That city worker gettin fired
Speculative comment about consequences for a city worker visible in the video, referencing the video content.
Meta-Commentary
0.85
AudioMurphyIsAChastainFan
Jan 27, 2026
Reading these comments I’m wondering how the hell Trump got into power. He doesn’t seem to have much support
Reading these comments I’m wondering how the hell Trump got into power. He doesn’t seem to have much support
Reflects on other commenters' positions and expresses surprise about political support levels.
Meta-Commentary
0.85
@Kefford666
Mar 4, 2025
I really hope you read this Tyler! You are a sad excuse for a journalist and I wish you nothing but the worst luck.
I really hope you read this Tyler!
You are a sad excuse for a journalist and I wish you nothing but the worst luck.
Comment directly addresses the video creator ('Tyler') and critiques their journalism, focusing on the person/channel rather than immigration policy.
Meta-Commentary
0.85
QualityControlMediaLLC
Feb 7, 2026
Tyler at 9:30 you talk about playing mobile games but nobody has a game I'm trying to play cribbage you find me that game I'll pay to play and win
Tyler at 9:30 you talk about playing mobile games but nobody has a game I'm trying to play cribbage you find me that game I'll pay to play and win
Commenter addresses a specific person and timestamp in the video, requesting information about a game mentioned, showing engagement with video content.
Meta-Commentary
0.85
merobb2924
Jan 28, 2026
I didnt vote for the orange dimwit
I didnt vote for the orange dimwit
Personal statement about voting behavior, commenting on political preference rather than substantive policy or immigration discourse.
Meta-Commentary
0.85
@dramona44
Mar 4, 2025
Bike man 💯 speaks truthfully 👌
Bike man 💯 speaks truthfully 👌
Comment endorses a specific person featured in the video ('Bike man') without engaging with broader immigration discourse.
Meta-Commentary
0.85
shanponniah5423
Jan 27, 2026
Broooooooooo I’ve been waiting for this for years!!! Not even from Canada and I’ve been yearning for this coverage
Broooooooooo I’ve been waiting for this for years!!! Not even from Canada and I’ve been yearning for this coverage
Comment expresses enthusiasm about the video's existence and coverage, directly addressing the channel's content rather than the immigration topic itself.
Meta-Commentary
0.85
Xfaction1111
Jan 27, 2026
was waiting for the is one to come oit
was waiting for the is one to come oit
Comment references waiting for a video release, discussing the video itself rather than immigration content.
Meta-Commentary
0.85
joweafer
Jan 27, 2026
Why is his voice shaky is he nervous?
Why is his voice shaky is he nervous?
Observes a physical characteristic of the speaker in the video, commenting on the content presentation rather than substance.
Meta-Commentary
0.85
@joesarkis7337
Mar 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)