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
1:57 this guy spoke facts
1:57 this guy spoke facts
Comment references a specific timestamp in the video and affirms a speaker's credibility, engaging with video content.
Meta-Commentary
0.75
sanjit-r7r
Jan 28, 2026
Bike guy is a bike guy no wonder hes got so much hate
Bike guy is a bike guy no wonder hes got so much hate
The comment makes an observation about one of the video's subjects, attributing their expressed views to their lifestyle.
Meta-Commentary
0.75
chopstiik
Jan 27, 2026
Old mcdonald had a farm
Old mcdonald had a farm
Nonsensical nursery rhyme reference unrelated to the video content, likely spam or off-topic commentary.
Meta-Commentary
0.75
@latoniamoodley7562
Mar 4, 2025
Now I know why the Battalion moved to North Bay.
Now I know why the Battalion moved to North Bay.
References an external event (Battalion relocation) in relation to the video topic without substantive policy engagement.
Meta-Commentary
0.75
10.11.9
Jan 4, 2026
7:53 you outed yourself as a bigot when you decided it was a great decision to zoom in on the sliders.
7:53 you outed yourself as a bigot when you decided it was a great decision to zoom in on the sliders.
Criticizes the video creator's editorial choice (zooming on sliders) as evidence of bias, addressing the video itself.
acie2679
Jan 29, 2026
Facts from the PM
Facts from the PM
Brief meta-commentary about the video content or speaker, lacking substantive engagement with the topic.
Meta-Commentary
0.75
@Mockingbird-22
Mar 4, 2025
His days ending soon..
His days ending soon..
A vague prediction about a political figure's tenure, functioning as commentary on the speaker rather than substantive discourse.
Meta-Commentary
0.75
@prannoyroy9347
Mar 4, 2025
What does Putin have on Trump and his family?
What does Putin have on Trump and his family?
Off-topic question about a political figure unrelated to the video content, appearing to be commentary on broader political discourse rather than the video subject.
Meta-Commentary
0.75
@AlainLabi
Mar 4, 2025
the orange vest guy was Tylers greatest wet dream come true lol
the orange vest guy was Tylers greatest wet dream come true lol
Commentary on video content and featured individuals using humorous/sarcastic tone rather than substantive discourse.
Wtz-jx3wh
Jan 27, 2026
This guy is an idiot and that’s why he’s on his way out the door
This guy is an idiot and that’s why he’s on his way out the door
Off-topic personal attack on Trump unrelated to Canadian immigration policy or content.
Meta-Commentary
0.75
@bz4shez
Mar 4, 2025
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
Great video of India!! Watched it all
Great video of India!! Watched it all
Comment about watching the video, though contains potential misidentification of content location.
Meta-Commentary
0.75
Underthestreetlightz
Jan 27, 2026
No tele prompt just heart felt word
No tele prompt just heart felt word
Comments on the Prime Minister's delivery style and authenticity rather than policy content.
Meta-Commentary
0.75
@osheashaqueal9347
Mar 4, 2025
daily reminder that people actually voted for this
daily reminder that people actually voted for this
Commentary on the voting public and electoral outcomes, with implicit criticism of democratic choices made by voters.
@LeekyTurtle
Mar 4, 2025
This video is going down, the slop people don't want to be exposed
This video is going down, the slop people don't want to be exposed
Commenter discusses the video's reception and visibility, making a meta-statement about the video's performance and message.
joes46985
Jan 27, 2026
Oh boy, he loves this lol.
Oh boy, he loves this lol.
Observation about Trudeau's apparent enjoyment or comfort with the situation, commenting on his demeanor rather than the substance.
Meta-Commentary
0.75
@alukaa6903
Mar 4, 2025
This video is paid for by the corrupt politicians of the United States. Seriously though mate. Not a good time for this video.
This video is paid for by the corrupt politicians of the United States. Seriously though mate. Not a good time for this video.
Critiques the video itself as propaganda while making an unsubstantiated claim about US political corruption.
@booooooooooooooooooooooo
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
Its all good nice , but youre stupid dude 😂
Its all good nice , but youre stupid dude 😂
Dismissive comment directed at the video creator with laughing emojis, critiquing the content or creator rather than engaging substantively.
covid2061
Jan 29, 2026
2:55 he's just saying what everyone else is thinking! Can't fault the man for that!
2:55 he's just saying what everyone else is thinking! Can't fault the man for that!
References a specific moment in the video and comments on what the speaker is expressing, with implied sarcasm or agreement.
melwiggins87
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)