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
Wow, he just called Trump a very smart man. Canadians really are nice!
Wow, he just called Trump a very smart man. Canadians really are nice!
Comments on the video content (Trudeau's statement about Trump) and makes an observation about Canadian politeness.
@hurricane_laura
Mar 4, 2025
That dude on bike ignorant
That dude on bike ignorant
Brief dismissive comment about a person featured in the video, evaluating their intelligence or knowledge.
Meta-Commentary
0.80
OmarAhmed-mn7iz
Jan 28, 2026
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
References other YouTube content creators and makes a comparative joke about them, focusing on the broader YouTube ecosystem.
atakurt4247
Feb 26, 2026
Nice AI smuggler film!
Nice AI smuggler film!
Comment evaluates the video itself, describing it as an 'AI smuggler film,' which is commentary on the video's content or production.
Meta-Commentary
0.80
Duckofstalker
Jan 28, 2026
Thanks Tyler I love safety man on a bike.
Thanks Tyler
I love safety man on a bike.
A brief comment thanking the video creator and referencing content shown in the video.
Meta-Commentary
0.80
andrewkielbasowycz1915
Jan 27, 2026
А где вторая часть ???
А где вторая часть ???
Russian-language comment asking about a second part of the video, directly addressing the video content structure.
Meta-Commentary
0.80
lap-ka
Jan 29, 2026
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Critiques the video's editorial choice to feature racist interviewees, commenting on content strategy and broader social patterns.
lotte999-9
Feb 26, 2026
05:21 - low iq, he say it.
05:21 - low iq, he say it.
Reference to a specific timestamp and quote from the video itself.
Meta-Commentary
0.80
irgendwer1337
Jan 27, 2026
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for …
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for the things that you've shown him saying.
Critiques the video's editorial decision to feature an identifiable person without face-blurring, raising ethical concerns.
Studentenkonto
Jan 27, 2026
Never like this guy!
Never like this guy!
Brief personal opinion about a public figure without substantive engagement with policy or discourse.
Meta-Commentary
0.80
@chilee3769
Mar 5, 2025
Trump won and is doing a great job!
Trump won and is doing a great job!
Off-topic statement about U.S. politics unrelated to the video's Canadian immigration focus.
Meta-Commentary
0.80
@michaelscott1778
Mar 4, 2025
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean …
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean judging off of the poor English used in the comments I kinda get who it is
Defends the video's methodology while making implicit ethnic/linguistic judgments about commenters.
tyrant_tarantula
Jan 29, 2026
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
Criticizes a specific speaker in the video (at 5:40) for racist statements, calling out hypocrisy.
CR99-7
Mar 2, 2026
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Critiques the video's journalistic integrity and editorial choices, focusing on the creator's framing rather than immigration policy itself.
SampradaaMantra
Jan 29, 2026
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
I'm dying reading these comments
I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
Comments on other commenters' reactions and makes a joke about someone in the video, focusing on the discourse rather than the topic.
SavSaf-r5g
Jan 29, 2026
Bull shit canada
Bull shit canada
Brief dismissive comment about Canada/the video without substantive policy engagement; functions as reaction to content.
Meta-Commentary
0.80
@BillieFitzgerald-gr5tj
Mar 4, 2025
Amazing that Vassy is defending this ridiculous situation.
Amazing that Vassy is defending this ridiculous situation.
Criticizes the video creator (Vassy) for defending immigration policy, blending personal critique with policy disagreement.
davidrl5000
Feb 24, 2026
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Comments on video production methods and documentation practices rather than immigration policy itself.
Meta-Commentary
0.80
lilbladeknight
Feb 18, 2026
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
Comment responds to the video content itself, praising the YouTuber's bravery in visiting a location.
Meta-Commentary
0.80
HighOnJack
Jan 29, 2026
Tyler Oliveira just going mask off racist at this point
Tyler Oliveira just going mask off racist at this point
Critiques the video creator's behavior and rhetoric rather than discussing immigration policy itself.
Meta-Commentary
0.80
SevenDirty
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)