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
8.21 this guy is racist !!!
8.21 this guy is racist !!!
References a specific timestamp in the video to accuse someone featured of racism.
Meta-Commentary
0.90
oneislam1720
Jan 27, 2026
Thanks Trump
Thanks Trump
Brief acknowledgment of Trump appears to be a meta-comment about the video content rather than substantive discourse.
Meta-Commentary
0.90
@Silver-uo7ok
Mar 4, 2025
Os vídeos estão demorando muito para serem dublados por IA para português 😢 🇧🇷🇧🇷🇧🇷
Os vídeos estão demorando muito para serem dublados por IA para português 😢 🇧🇷🇧🇷🇧🇷
Comment about video production delays for Portuguese AI dubbing, directly addressing the channel's content delivery rather than immigration policy.
Meta-Commentary
0.90
JuniorKirchoff
Feb 11, 2026
If that woman stops talking I can hear the rest
If that woman stops talking I can hear the rest
Comment about the video content itself, specifically critiquing one speaker's presence.
Meta-Commentary
0.90
@fuku4eva
Mar 4, 2025
Strong sensible speech.
Strong sensible speech.
Brief evaluative comment about the speech quality itself rather than immigration policy content.
Meta-Commentary
0.90
@beverleymerry987
Mar 4, 2025
Chick behind him def sleeps with him
Chick behind him def sleeps with him
Off-topic personal speculation about individuals in the video rather than engaging with content.
Meta-Commentary
0.90
@donniebrooks8162
Mar 4, 2025
Very impressive speech.
Very impressive speech.
Brief praise of the speech itself rather than substantive engagement with policy or arguments.
Meta-Commentary
0.90
@robertcummings4083
Mar 5, 2025
2:05 this guy gets it
2:05 this guy gets it
References a specific timestamp in the video and expresses agreement with a speaker, focusing on the video content itself.
Meta-Commentary
0.90
The_Hollow_Entity
Jan 27, 2026
Wait I thought Canada hates Trudope.
Wait I thought Canada hates Trudope.
Observational comment about Canadian public opinion toward Trudeau, noting apparent contradiction in the discourse.
Meta-Commentary
0.90
@kurtsilver2244
Mar 5, 2025
guy on the bike has no goddamn clue what he’s talking about just like every racist
guy on the bike has no goddamn clue what he’s talking about just like every racist
Dismisses another commenter's credibility by labeling them racist, focusing on the person rather than substantive debate.
Meta-Commentary
0.90
c0rps3bunny
Feb 9, 2026
Great speech, Mr. President.
Great speech, Mr. President.
Direct praise of the speaker/video content without substantive engagement with policy or arguments.
Meta-Commentary
0.90
@user-vr7vb8mr5b
Mar 4, 2025
Dude seems pissed
Dude seems pissed
Observational comment about the speaker's emotional state rather than engaging with the substantive content of the video.
Meta-Commentary
0.90
@hippoilove
Mar 4, 2025
Blah blah blah
Blah blah blah
Dismissive comment about the discussion itself with no substantive content.
Meta-Commentary
0.90
@jeniferpedrina-keefer8522
Mar 4, 2025
Great speech. And I like Melanie Joly struggling to keep it together after the comment about Donald being a smart guy.
Great speech. And I like Melanie Joly struggling to keep it together after the comment about Donald being a smart guy.
Comment about the video content itself, specifically about a speaker's reaction and performance during the speech.
Meta-Commentary
0.90
@guitarheadstart
Mar 4, 2025
9:39 It's not necessary to cut off Prime Minister Trudeau when he speaks French !!! \n?
9:39 It's not necessary to cut off Prime Minister Trudeau when he speaks French !!! \n?
Criticism of video editing choices and how the Prime Minister was presented in the video itself.
Meta-Commentary
0.90
@bastiennietveld7128
Mar 4, 2025
Also CNN why do you keep interfering?? Let the PM talk and finish the conference. Why do you all think we want to hear you all the time? Ffs This is why people get sick …
Also CNN why do you keep interfering?? Let the PM talk and finish the conference. Why do you all think we want to hear you all the time? Ffs This is why people get sick of media. We don't want your emotional outrage. I want to hear him.
Criticizes media conduct during the press conference and expresses frustration with news coverage practices.
@SknezE
Mar 4, 2025
Just why Jesus? ??♀️Why?? ??♀️
Just why Jesus? ??♀️Why?? ??♀️
Expresses emotional reaction to the video content itself without substantive engagement with immigration policy.
Meta-Commentary
0.90
@naturalvibrato
Mar 4, 2025
your whole content is about hating others
your whole content is about hating others
Directly critiques the content creator's overall editorial direction and thematic focus.
Meta-Commentary
0.90
doyouknowwhoiam4712
Jan 27, 2026
Holy shit you were in cornwall lmao
Holy shit you were in cornwall lmao
A personal observation about the video content, noting a location reference without substantive immigration commentary.
Meta-Commentary
0.90
X_TOXICBULLET_X
Feb 27, 2026
Now let's see what Vance has to say about this????\nDumb president
Now let's see what Vance has to say about this????\nDumb president
References another public figure (Vance) and makes a dismissive comment about the president, focusing on personalities rather than substantive policy.
Meta-Commentary
0.90
@martinsenobong9241
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)