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
Couldn't say better.
Couldn't say better.
Generic agreement with a previous commenter, purely meta-commentary about the discussion itself.
Meta-Commentary
0.90
@MrLuonto82
Mar 4, 2025
Sun glasses distracting them
Sun glasses distracting them
Comments on a visual element of the video itself (sunglasses worn by people in the video).
Meta-Commentary
0.90
kamshaft747
Jan 28, 2026
Can't argue with that .
Can't argue with that .
Generic agreement with a previous comment without adding substantive argument or position.
Meta-Commentary
0.90
@dominicthompson1909
Mar 4, 2025
“You can’t make this up” bro you can literally tell them to laugh before u record when u ask the question, or only include the laughs…. YouTubers are hilarious
“You can’t make this up” bro you can literally tell them to laugh before u record when u ask the question, or only include the laughs…. YouTubers are hilarious
Critiques the video's production methods and authenticity, addressing the creator directly.
Meta-Commentary
0.90
glockwittadicc7960
Jan 28, 2026
American owned company BTW
American owned company BTW
Comments on the corporate ownership of the platform/channel rather than the immigration topic itself.
Meta-Commentary
0.90
jonah.donohue
Jan 28, 2026
Newton's the third law, when two objects interact, they apply forces to each other of equal magnitude and opposite direction.
Newton's the third law, when two objects interact, they apply forces to each other of equal magnitude and opposite direction.
Quotes Newton's third law of motion, which is unrelated to immigration discourse and appears to be off-topic or spam.
Meta-Commentary
0.90
@kyawwin5170
Mar 4, 2025
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Praises the video creator and channel rather than engaging with immigration discourse itself.
Meta-Commentary
0.90
bethanyharrington5630
Jan 28, 2026
Hear hear! Bravo!
Hear hear! Bravo!
Brief approval of the speech/video content without substantive engagement with immigration topics.
Meta-Commentary
0.90
@nathalievandijk
Mar 4, 2025
Guy on bike is relatable
Guy on bike is relatable
Comment about a person in the video ('guy on bike') rather than engaging with immigration topic.
Meta-Commentary
0.90
Kagrenacs_Library
Jan 28, 2026
I thought you were going to be talking about Surrey British Columbia they have 800000 people and is AKA Currey B.C
I thought you were going to be talking about Surrey British Columbia they have 800000 people and is AKA Currey B.C
Comment about the video's content and what the commenter expected to be discussed.
Meta-Commentary
0.90
darrenmarchand6991
Sep 19, 2025
5:29. Finally the Governor makes sense.
5:29. Finally the Governor makes sense.
References a specific timestamp in the video and comments on the speaker's statement.
Meta-Commentary
0.90
@D.M.ggww21
Mar 4, 2025
Hi Beth, you were right! There here!
Hi Beth, you were right! There here!
Direct address to the video creator (Beth) affirming her predictions, commenting on the video's accuracy.
Meta-Commentary
0.90
user-cq3fl5nf3zknow1
Sep 19, 2025
The bike guy should be in charge.
The bike guy should be in charge.
Brief comment about a person featured in the video, evaluating their credibility or leadership potential.
Meta-Commentary
0.90
stripmin41
Jan 27, 2026
your content is so bad and charged. shit sad
your content is so bad and charged. shit sad
Direct criticism of the video content and creator's approach, commenting on the channel's quality and tone.
Meta-Commentary
0.90
Andrew-vc6rq
Jan 27, 2026
I'll break down the ending for those who didn't get it: -they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust …
I'll break down the ending for those who didn't get it:
-they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust Olivera. these kinda migrants are poor
-there was disagreement b/w grunt and boss about fleecing him for a few extra bucks; boss SHOULD NOT care if his cargo has a few more or less dollars if he's getting a flat rate. Massive red flag, as this indicates he plans to receive more/different than agreed and/or that this has been an issue before
-Told him that American !ce is patrolling Canada's territory, some hour from the US (lol), and that's why they need to go to some random rathole, when they haven't even committed a crime yet
-blatantly lying to him again to take his weapons n phone. They aren't broadcasting xrays thru the entire northern forest. IDK what they have if anything, but definitely not metal detectors lol
Yeah, Olivera got out in the nick of time. He was 100% going to get cooked when bossman showed up at the dumping ground. The blade was a small price to pay even though it looked pretty nice lol. Appreciate what you do but maybe this one was a little too risky eh. PS: W bikeman and RIP (Canada does NOT have free speech)
Detailed analytical breakdown of the video's narrative, plot holes, and creator's actions, focused on video content critique.
Meta-Commentary
0.90
FlippinEpicGuy
Jan 28, 2026
That got tense at the end when you hired the smuggler.
That got tense at the end when you hired the smuggler.
Comment about the video content itself, noting tension in the creator's actions during the video narrative.
Meta-Commentary
0.90
Brentagious
Jan 28, 2026
wow 2 million in 4 hours
wow 2 million in 4 hours
Comments on the video itself, noting a metric (2 million in 4 hours) likely referring to views or engagement.
Meta-Commentary
0.90
@thanosianthemadtitanic
Mar 4, 2025
the time stamp says days ago and this was posted 10 hours ago but i saw this on tik tok days ago
the time stamp says days ago and this was posted 10 hours ago but i saw this on tik tok days ago
Comments on the video's timestamp and distribution across platforms, discussing the content itself rather than the topic.
Meta-Commentary
0.90
@kylawright7307
Mar 4, 2025
what an actor
what an actor
Dismissive comment about the speaker's authenticity/performance, critiquing the video content itself.
Meta-Commentary
0.90
@leegrant100
Mar 4, 2025
You explained this so well, thank you!
You explained this so well, thank you!
Commends the video creator for their explanation, commenting on the content quality.
Meta-Commentary
0.90
@NgocNhuPhuong-b9j
Mar 5, 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)