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
Amazing how so many people have so much to say, yet know so little about what they talk about. Thank GOD trump won the 2024 election.
Amazing how so many people have so much to say, yet know so little about what they talk about. Thank GOD trump won the 2024 election.
Criticizes other commenters' knowledge while making a political statement, primarily meta-commentary about discourse quality.
@GiganticWeen
Mar 4, 2025
You are not helping perfect
You are not helping perfect
Appears to critique the commenter or video creator for not being helpful, focusing on the discourse itself.
Meta-Commentary
0.75
izabelalabela
Dec 10, 2025
Sounds like crystal security.
Sounds like crystal security.
Cryptic reference to 'crystal security' appears to be commentary on the video content or terminology used, lacking substantive engagement with immigration topic.
Meta-Commentary
0.75
marcinhibner9507
Dec 7, 2025
Pay attention to were u are standing. Get out of ppls way.
Pay attention to were u are standing. Get out of ppls way.
Observation about behavior in the video, likely commenting on someone's conduct shown in footage.
Meta-Commentary
0.75
RobbTrades4130
Feb 7, 2026
These disgusting 💩s continue to spread hatred with their fear mongerings just for few views 🤬
These disgusting 💩s continue to spread hatred with their fear mongerings just for few views 🤬
Criticizes the video creator and content for spreading fear-mongering, focusing on the video/channel itself rather than immigration policy.
zeshanaslam7738
Jan 29, 2026
who is she behind Trudeau? .. Canada be brave and you are! Canada is the best!!
who is she behind Trudeau? .. Canada be brave and you are! Canada is the best!!
Asks about a person visible in the video (meta-commentary) while also expressing support for Canada.
@sasaoism
Mar 4, 2025
Is it stinky
Is it stinky
Vague comment about the video or speaker's presentation quality rather than substantive immigration discussion.
Meta-Commentary
0.75
joshr6626
Jan 26, 2026
2:06 combating the stereotypes one indian at a time
2:06 combating the stereotypes one indian at a time
References a specific timestamp in the video with ironic commentary about stereotype-breaking.
jason-qc5lr
Jan 27, 2026
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comment critiques other commenters in the section and dismisses their views as idiotic, focusing on the discourse itself rather than substantive policy.
@skeptic0cynic0
Mar 4, 2025
+1 honest bike guy +2 Canadian Indian Old Guy.
+1 honest bike guy
+2 Canadian Indian Old Guy.
Comment rating or acknowledging specific people featured in the video using shorthand notation.
Meta-Commentary
0.75
Natepwnsu
Jan 27, 2026
insane refresh pull
insane refresh pull
Comment appears to praise a specific moment or element in the video using gaming/streaming terminology.
Meta-Commentary
0.75
errrrrrgg
Jan 27, 2026
They're playing good cop bad cop. Who's the victim? Both people
They're playing good cop bad cop. Who's the victim? Both people
Comments on the dynamics and framing of the video/discussion itself rather than substantive policy or immigration issues.
Meta-Commentary
0.75
@myjohnplatt
Mar 4, 2025
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you
And pls dont hatte on me ITS what i think
Comment criticizes a person featured in the video ('guy on the bike') and their credibility, with meta-awareness about potential backlash.
Meta-Commentary
0.75
rajbirkaur7143
Jan 29, 2026
you got to explore zorro ranch next
you got to explore zorro ranch next
Comment about the video content itself, suggesting a location for the creator to explore next.
Meta-Commentary
0.75
1234bcadlog
Feb 7, 2026
This lawyer only cares aout lining his pockets
This lawyer only cares aout lining his pockets
Makes a dismissive personal judgment about the video creator's motives, commenting on the speaker rather than the topic.
christandrevelations
Jan 21, 2026
So far did not see a single statue of Jesus
So far did not see a single statue of Jesus
Brief observation about the video's content or framing, commenting on what is or isn't depicted in the film.
Meta-Commentary
0.75
captngamer69
Jan 28, 2026
You shouldn't think of being the minority. Did you here that Wyetee?
You shouldn't think of being the minority. Did you here that Wyetee?
Comment directed at another commenter ('Wyetee') about their perspective, engaging in meta-discussion rather than substantive argument.
Meta-Commentary
0.75
PatrickFDolan
Sep 19, 2025
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because …
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because brown people are bad?
Commenter questions the video creator's editorial choices and potential bias in coverage, focusing on the channel's framing rather than immigration policy itself.
1Alvarez7
Jan 29, 2026
Why are you giving this lying piece of shit of a prime minister any airtime whatsoever I agree with the fact that Trump is going a little overboard with the tariffs but to listen to …
Why are you giving this lying piece of shit of a prime minister any airtime whatsoever I agree with the fact that Trump is going a little overboard with the tariffs but to listen to this guy nobody in Canada wants to even see this man's face so by you even putting it on there just basically makes your station that less credible
Criticizes the channel's editorial decision to air Trudeau while also critiquing both Trudeau and Trump's policies, questioning the station's credibility.
@mikemcmullan2786
Mar 4, 2025
It's about damn time Bramladesh gets exposed!
It's about damn time Bramladesh gets exposed!
References the video content ('gets exposed') with apparent approval, commenting on the video's subject matter rather than substantive immigration discussion.
BK-mv5wo
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)