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
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Comment critiques the video's thumbnail choice, directly addressing the video production itself.
Meta-Commentary
0.80
dharmoRAKSHATI-Rakshitah
Jan 28, 2026
funny vid but rage bait as always for racist persons, keep it up, like ! / what a POS the bike guy ffs (i bet he is not getting served because he is a POS)
funny vid but rage bait as always for racist persons, keep it up, like ! / what a POS the bike guy ffs (i bet he is not getting served because he is a POS)
Critiques the video as rage-bait while commenting on a person's behavior, mixing humor with criticism of the content and a featured individual.
vladpetrescu9727
Feb 6, 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
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily be used as bias leaning toward racism. Increase your understanding of xenophobia and these issues, please. You're spreading ignorance and hate with your work, while posing as being impartial. The lowest thing u could do.
Directly critiques the video creator's editorial choices, framing, and responsibility, with moral concerns about bias and hate speech.
GentleJungle
Jan 28, 2026
ALL THE IDIOTS COMMENTING BECAUSE THEY HATE TRUMP. NOT FOCUSING ON THE REAL ISSUES?
ALL THE IDIOTS COMMENTING BECAUSE THEY HATE TRUMP. NOT FOCUSING ON THE REAL ISSUES?
Criticism of other commenters' focus, calling out what the commenter sees as distracted discourse in the comment section.
Meta-Commentary
0.80
@pearlsr1880
Mar 4, 2025
Lmfao i only see scared racists in the comment section.
Lmfao i only see scared racists in the comment section.
Comment about other commenters in the section, characterizing them as 'scared racists' rather than engaging with substantive content.
gagan4881
Oct 7, 2025
It's about time, this has bine going on for 6 years global news finally talking about it
It's about time, this has bine going on for 6 years global news finally talking about it
Commenter praises the media outlet for finally covering an issue, evaluating the video/channel's timeliness and relevance.
Meta-Commentary
0.80
@BartMcKay-q8b
Feb 20, 2026
Smile went away when bike dude said muslims
Smile went away when bike dude said muslims
Observational comment about a specific moment in the video where the commenter's emotional reaction changed, implying disapproval of a statement about Muslims.
OmarSadaka-q2w
Feb 7, 2026
Someone sounds desperate
Someone sounds desperate
Makes a judgment about the speaker's tone or demeanor rather than engaging with substantive policy.
Meta-Commentary
0.80
@corster72
Mar 4, 2025
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
He didn’t say ‘I’ once.
He didn’t say ‘I’ once.
Observation about Trump's speech patterns or rhetorical style rather than substantive policy discussion.
Meta-Commentary
0.80
@laustinspeiss
Mar 4, 2025
Report comment bots for spam or misleading information. They're easy to find, its the same messages with different wording and the username often has a 4 digit code within it
Report comment bots for spam or misleading information. They're easy to find, its the same messages with different wording and the username often has a 4 digit code within it
Comment addresses the comment section itself, warning others about bot activity and encouraging reporting of spam.
@cfroude
Feb 20, 2026
Not one reply from Trump supporters Boy this ODD don’t you think?
Not one reply from Trump supporters Boy this ODD don’t you think?
The comment observes and questions the absence of replies from a particular group, making a meta-observation about the comment section itself.
Meta-Commentary
0.80
@thomasmoran179
Mar 4, 2025
Stop talking while he’s speaking. We’d rather hear from him than your commentary. I am in the US and stand with Canada.
Stop talking while he’s speaking. We’d rather hear from him than your commentary. I am in the US and stand with Canada.
Criticism of video production/commentary quality combined with a statement of cross-border solidarity.
@hanthony6
Mar 4, 2025
Bit of a racist title
Bit of a racist title
Critiques the video's title itself as racist, commenting on the framing rather than the immigration topic directly.
skippydinglechalk1948
Feb 5, 2026
The guy with the bike is a real racist ❤❤❤❤
The guy with the bike is a real racist ❤❤❤❤
Comment references a specific person in the video (the guy with the bike) rather than discussing immigration policy or broader themes.
Meta-Commentary
0.80
bakarygassama9089
Feb 8, 2026
5:16 saying others about low intelligence while he himself looking like working as a trash collector.
5:16 saying others about low intelligence while he himself looking like working as a trash collector.
Comment attacks a video participant's appearance and intelligence rather than addressing immigration topics.
Meta-Commentary
0.80
WhoKnowsMe360
Feb 8, 2026
you're all distracted from the real issue
you're all distracted from the real issue
Critiques the video or discussion itself for missing or obscuring the 'real issue,' commenting on framing rather than substantive content.
Meta-Commentary
0.80
@McdonaldCampbell
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)