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
Buddy on the bike makes me sick. He truly believes what he is saying. The fact people can think that way is crazy.
Buddy on the bike makes me sick. He truly believes what he is saying. The fact people can think that way is crazy.
Expresses disapproval of someone featured in the video ('buddy on the bike'), critiquing their worldview while commenting on the video content itself.
shannon0331
Feb 25, 2026
Illiterate guy - totally wrong
Illiterate guy - totally wrong
Dismissive comment about the video creator's intelligence and accuracy, critiquing the speaker rather than engaging with content.
Meta-Commentary
0.80
@jaysethi9153
Mar 4, 2025
Trudeau is even grote loser als Zelenski
Trudeau is even grote loser als Zelenski
Personal insult comparing Trudeau to Zelenski rather than engaging with substantive policy discussion.
Meta-Commentary
0.80
@arlettehellemans2117
Mar 4, 2025
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
Comment reacts to video content (someone named Tyler) with concern for safety, focusing on the video narrative rather than immigration policy.
Meta-Commentary
0.80
jlwonders
Feb 26, 2026
Great -fact/figures, well aware of the outcome and planned to tackle, what to come❤
Great -fact/figures, well aware of the outcome and planned to tackle, what to come❤
Praises the presentation of facts and figures in the video itself rather than engaging with policy substance.
Meta-Commentary
0.80
@anilkapruwan7383
Mar 4, 2025
after this video i'm unsubscribing this video gave me bad & racist vibes
after this video i'm unsubscribing this video gave me bad & racist vibes
Announces intention to unsubscribe due to perceived racist content in the video itself.
ellacostley1730
Jan 28, 2026
Tyler was not getting views so made content to get wow wat life
Tyler was not getting views so made content to get wow wat life
Comment questions the creator's motives and authenticity, suggesting the video was made for views rather than genuine content.
Meta-Commentary
0.80
VarunKumarRiatSEOExpertIndia
Jan 28, 2026
Weird seing places i go every day on YouTube
Weird seing places i go every day on YouTube
Comments on the video content itself, noting recognition of local places featured.
mapletreepower7038
Jan 28, 2026
Guy with the bike is based asf! 🤗
Guy with the bike is based asf! 🤗
Comments approvingly on another commenter's strong stance shown in the video, using slang and emojis.
Pl89uk
Jan 28, 2026
Homeboy on the bike did not hold back on his opinions.💀😂
Homeboy on the bike did not hold back on his opinions.💀😂
Comments on another commenter's strong opinions expressed in the video, using humor to reference their reaction.
leflores91
Jan 28, 2026
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Praises the video creator and channel quality while using an Indian flag emoji, mixing appreciation for content with identity signaling.
NewHaven203
Jan 27, 2026
This man is a joke \n Brown nose ? I’m may ways
This man is a joke \n Brown nose ? I’m may ways
Comment dismisses the speaker as a joke and makes an unclear personal attack, focusing on the person rather than substance.
Meta-Commentary
0.80
@reddmingecossins4701
Mar 4, 2025
Gee I love when a foreign YouTuber comes into my country and feeds into a crippling culture war for clicks!
Gee I love when a foreign YouTuber comes into my country and feeds into a crippling culture war for clicks!
Criticism of the YouTuber's motives and approach, with sarcastic tone questioning the video's authenticity.
uwantbeeef8812
Jan 28, 2026
I have to keep my comments to myself unfortunately
I have to keep my comments to myself unfortunately
Self-referential comment about self-censoring, reflecting on the commenting environment rather than substantive immigration discourse.
Meta-Commentary
0.80
Polites-y5m
Jan 28, 2026
Good video though, freedom of speech
Good video though, freedom of speech
Compliments the video quality and makes a general statement about free speech without engaging substantively with immigration policy.
Meta-Commentary
0.80
Polites-y5m
Jan 28, 2026
Trump is a clown
Trump is a clown
Makes a dismissive judgment about Trump rather than engaging with the video's content or immigration topic.
Meta-Commentary
0.80
@BillConnor-p4d
Mar 4, 2025
channels like this need to be canceled lmfao racist af
channels like this need to be canceled lmfao racist af
Comment criticizes the channel itself and calls for its removal, focusing on the video/creator rather than immigration policy.
lukejones4129
Feb 26, 2026
Only the eastern headquarters, they've got Surrey in the west as well.
Only the eastern headquarters, they've got Surrey in the west as well.
Provides additional geographic information about locations mentioned in the video.
Meta-Commentary
0.80
jamesgray6238
Jan 28, 2026
People actually defending Trudeau? BOTS BOTS BOTS. Thousands of bots to make it seem like these are popular opinions. Hes been known garbage for quite some time.
People actually defending Trudeau? BOTS BOTS BOTS. Thousands of bots to make it seem like these are popular opinions. Hes been known garbage for quite some time.
Dismisses supportive comments as bot activity and makes an unverified claim about coordinated inauthentic behavior, while critiquing other commenters.
@Dravianpn02
Mar 4, 2025
1:58 MY SCHOOL IS RIGHT BEHIND THE SHOPPERS DRUG MART HOLYYYY
1:58 MY SCHOOL IS RIGHT BEHIND THE SHOPPERS DRUG MART HOLYYYY
Personal observation about a location visible in the video, engaging with the video's setting rather than immigration discourse.
Meta-Commentary
0.80
_xcr7
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)