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
How much you want to bet that Fox Noise would never show this in its entirety?
How much you want to bet that Fox Noise would never show this in its entirety?
Critique of media coverage and Fox News' editorial choices, not directly about immigration policy.
Meta-Commentary
0.80
@wisu3529
Mar 4, 2025
Old mate on the bike is hilarious! 😅
Old mate on the bike is hilarious! 😅
Expresses amusement about a video subject's behavior, commenting on the video content itself.
vs5197
Feb 6, 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
Diab is a so called lawyer just like chipmunk cheeks. Between the 2 their IQ's are a total of 80.
Diab is a so called lawyer just like chipmunk cheeks. Between the 2 their IQ's are a total of 80.
Personal attack on individuals mentioned in the video using derogatory language and insults.
Meta-Commentary
0.80
dan-nx2gz
Feb 26, 2026
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
u da real racist, just join kkk already bro
i actually used to repect you but your just another white supremacist
Direct accusation of racism against another commenter, addressing the conversation and creator rather than immigration policy itself.
epicfoxxy67
Jan 27, 2026
lol this video is way behind the times and
lol this video is way behind the times and
Comment critiques the video's timeliness and relevance rather than engaging with immigration policy or arguments.
Meta-Commentary
0.80
GrokEight
Jan 27, 2026
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
Comments on the video creator's choice to not call Trudeau 'President' and makes a political statement about him, focusing on the commentary itself rather than immigration policy.
Meta-Commentary
0.80
@RC-ku8pr
Mar 5, 2025
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
Comment about the video content and a specific person featured, praising their communication style.
Meta-Commentary
0.80
ariesace02
Jan 27, 2026
His address to congress tonight is going to be another ? show. ?.
His address to congress tonight is going to be another ? show. ?.
Expresses skepticism about an upcoming congressional address, commenting on the event itself rather than substantive policy.
Meta-Commentary
0.80
@SMOOVKILL1
Mar 4, 2025
Why interview only Quebec region? It represents only one province in Canada. Interview other provinces for balance.
Why interview only Quebec region? It represents only one province in Canada. Interview other provinces for balance.
Critiques the video's methodology for lacking geographic balance and representation of all provinces.
nhiemjeremy
Feb 12, 2026
Promoting games that sells used data is probably the most pathetic actions of Tyler
Promoting games that sells used data is probably the most pathetic actions of Tyler
Criticism of the video creator's (Tyler's) editorial choices and sponsorship decisions rather than immigration policy itself.
chadchaddington5786
Jan 27, 2026
How much invasion videos is this nga gonna post lol? 😂😂😂
How much invasion videos is this nga gonna post lol? 😂😂😂
Critiques the video creator's content strategy by questioning frequency of 'invasion' videos, with sarcastic tone.
NeonMarkStudios
Mar 3, 2026
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
5:40 what a dumbass racist. Wtf is he saying. He is basically describing himself
Criticizes a specific speaker in the video (at 5:40) for racist statements, calling out hypocrisy.
CR99-7
Mar 2, 2026
The start of his speech was brilliant and shows up this skewered Trump style logic...
The start of his speech was brilliant and shows up this skewered Trump style logic...
Comments on the content and structure of the speech shown in the video rather than on immigration policy itself.
Meta-Commentary
0.80
@Romulus980
Mar 4, 2025
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
Critique of the video's editorial choices and narrative framing, suggesting exaggeration for engagement ('drama farming').
juggalotus206
Jan 27, 2026
CNN news ???? Sheriff Trudeau speaking at the puppet show
CNN news ???? Sheriff Trudeau speaking at the puppet show
Comments on media coverage (CNN) and uses sarcastic language about the video/event itself rather than immigration policy.
@Deenanaanu
Mar 4, 2025
Wtf is vashy defending? She says that those are the government stats. The panel after was even worse.
Wtf is vashy defending? She says that those are the government stats. The panel after was even worse.
Critiques a panelist's argument and the quality of discussion in the video itself.
jasonvetter9632
Feb 24, 2026
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
Criticizes the video/channel (CNN) for lack of coverage while deflecting blame from Canada, primarily commenting on media framing.
@colodius
Mar 4, 2025
Dude on the bike was telling it like it is
Dude on the bike was telling it like it is
References a person in the video ('dude on the bike') and endorses their perspective, commenting on video content rather than the immigration topic itself.
Meta-Commentary
0.80
erickn7985
Jan 27, 2026
Wow... This guy perfectly encapsulated Canada in its truest form
Wow... This guy perfectly encapsulated Canada in its truest form
Vague praise of the video's representation of Canada, commenting on the content itself rather than immigration policy.
Meta-Commentary
0.80
xbl4ze
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)