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
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Meta-Commentary
3,846 comments
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Comments on a specific person featured in the video with admiration, mixing personal reaction to the content with implicit support.
nickleodeonm
Jan 29, 2026
You became disgusting MR TYLER
You became disgusting MR TYLER
Direct criticism of the content creator's character or approach, addressing the journalist rather than the topic.
Meta-Commentary
0.78
AMYIRAELCHAI-b6l
Jan 27, 2026
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
Comments on chat dynamics and commenters while asserting Canadian identity and nationalist sentiment.
@fortherealls4731
Mar 4, 2025
The host must not live here in Canada 😳🧐 weird argumentative biased tone
The host must not live here in Canada 😳🧐 weird argumentative biased tone
Critiques the host's perspective and tone, implying the host lacks local Canadian experience and positioning the commenter as an insider.
user-pc4wl5yq4r
Feb 24, 2026
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Critiques the video's framing and attacks a person in it using derogatory language, combining meta-commentary about the video with personal insult.
metaman1546
Jan 27, 2026
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Commentary on another commenter's character and racism level, referencing video content and comparing to in-group behavior.
MaestroGrey
Jan 28, 2026
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol.
I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Combines personal observation about the video's content with commentary on free speech implications and employment consequences of public statements.
EagleLeader1
Jan 27, 2026
Blistering speech? ? that man i s SOFT. And CNN tries changeling the point of views from others with inaccurate title.
Blistering speech? ? that man i s SOFT. And CNN tries changeling the point of views from others with inaccurate title.
Criticizes both Trudeau's perceived weakness and CNN's framing of the video, commenting on media and political messaging.
@22andymvp
Mar 4, 2025
I am very disappointed in Vassy, what conservative are saying is very logical and this very strange that Vassy is challenging her
I am very disappointed in Vassy, what conservative are saying is very logical and this very strange that Vassy is challenging her
Criticizes the host's interviewing approach and perceived favoritism toward one political perspective.
biglar7380
Feb 24, 2026
The title should read “How The liberals Broke The Canadian Immigration System”
The title should read “How The liberals Broke The Canadian Immigration System”
Suggests the video title should be corrected to explicitly blame the Liberal party.
Goforitmanager
Jun 19, 2025
It’s the bash the liberal show here. not one comment shows a solution to the perceived problem. Well, I got one for you. PP is a mini Trump. Let’s have more heroes, floor crossers., that’s …
It’s the bash the liberal show here. not one comment shows a solution to the perceived problem. Well, I got one for you. PP is a mini Trump. Let’s have more heroes, floor crossers., that’s my solution to PP.
Criticizes the comment section for lacking solutions and offers political commentary about party leadership.
Petewho
Mar 2, 2026
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Compares the video creator to a historical figure in a critical, sarcastic manner directed at the content creator rather than immigration policy.
cosmic._.turtle
Jan 27, 2026
Hey CNN...be on the side of the President you idiots
Hey CNN...be on the side of the President you idiots
Criticizes CNN's editorial stance and urges them to support a political figure, addressing the media outlet rather than the immigration topic.
@johnbopp4813
Mar 4, 2025
Why you crying for us
Why you crying for us
Brief comment addressing the video creator or commenters, questioning their emotional response.
Meta-Commentary
0.75
@pervaizakhtar5855
Mar 4, 2025
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
References specific timestamp in video (0:38) and appears to be responding to or clarifying a point made in the video content.
Meta-Commentary
0.75
woodoakton
Oct 27, 2025
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
References specific timestamp in video (1:38) and appears to be responding to or clarifying a point made in the video content.
Meta-Commentary
0.75
woodoakton
Oct 27, 2025
Nothing will happen. We're a joke.
Nothing will happen. We're a joke.
Dismissive comment about Canada's inability to respond to the issue, expressing hopelessness about government effectiveness.
philnicholson7863
Feb 18, 2026
Guy on bike speaking facts
Guy on bike speaking facts
The commenter endorses the 'guy on bike' as speaking truthfully, validating his perspective without elaborating on specific claims.
codyalbright4465
Jan 29, 2026
Ooops. My mistake. I started watching this without knowing it was a cnn propoganda skit. Y'all got brain rot.
Ooops. My mistake. I started watching this without knowing it was a cnn propoganda skit. Y'all got brain rot.
Criticizes the video source (CNN) as propaganda and dismisses the audience, primarily commenting on media credibility rather than immigration policy.
@lakeneubank
Mar 4, 2025
yoo i know that place THE BIG INDAI STAURTE
yoo i know that place THE BIG INDAI STAURTE
Commenter identifies a location from the video (Big India restaurant), showing engagement with video content.
Meta-Commentary
0.75
Editmasteroblox
Jan 27, 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)