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
Hey this man is still alive
Hey this man is still alive
Brief comment about the video subject (a person) rather than engaging with immigration discourse.
Meta-Commentary
0.90
TAZKEYS
Feb 20, 2026
5:04 I’m as racist as the next guy he says
5:04 I’m as racist as the next guy he says
References a specific timestamp in the video and quotes the speaker, commenting on the video content itself.
Meta-Commentary
0.90
eduardosalamanca6664
Jan 27, 2026
CNN the false prophet
CNN the false prophet
Criticism of CNN as a media source, commenting on the channel rather than the immigration topic.
Meta-Commentary
0.90
@Celevisions
Mar 4, 2025
AI Slop Visualizer is PEAK
AI Slop Visualizer is PEAK
Brief critique of the video's visual style or production quality.
Meta-Commentary
0.90
NTXSirens
Feb 27, 2026
Why does CNN need to talk over whoever they are supposedly covering?
Why does CNN need to talk over whoever they are supposedly covering?
Questions CNN's editorial practices and coverage style rather than addressing immigration policy.
Meta-Commentary
0.90
@ConscientiousObserver
Mar 4, 2025
I had a feeling it was the B Block but I just wanted to make sure
I had a feeling it was the B Block but I just wanted to make sure
Comment about the video content itself, seeking confirmation about what was presented in the video.
Meta-Commentary
0.90
WarBriefs
Jan 26, 2026
Guy on the bike is a legend
Guy on the bike is a legend
Comments approvingly on a person featured in the video.
Meta-Commentary
0.90
BottieGamer
Jan 27, 2026
Thanks Michelle, excellent work !!!
Thanks Michelle, excellent work !!!
Direct praise of the video creator (Michelle) and their work, commenting on the content itself.
Meta-Commentary
0.90
Bohemianm-o6o
Sep 28, 2025
Let me guess... a lot of salty wat canadians in the comment section?
Let me guess... a lot of salty wat canadians in the comment section?
Sarcastically predicts negative comments from other viewers, commenting on the comment section itself rather than the immigration topic.
cashewnuttel9054
Sep 23, 2025
Very informative
Very informative
Brief praise of the video itself rather than engagement with immigration content.
Meta-Commentary
0.90
@Ged-m8v
Mar 4, 2025
This video is 30 years late lol
This video is 30 years late lol
Direct criticism of the video's timeliness, commenting on the content itself rather than the topic.
Meta-Commentary
0.90
BEETHMODE84
Jan 27, 2026
Can't wait for Nux and Asmongold to react to this
Can't wait for Nux and Asmongold to react to this
Comment about the video itself, expressing anticipation for external content creators to react to it.
Meta-Commentary
0.90
TheSixers88
Jan 27, 2026
THANK YOU TYLER. THANK YOU!!!!!
THANK YOU TYLER. THANK YOU!!!!!
Direct praise of the video creator (Tyler), commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.90
thizzlenik290
Jan 27, 2026
They just look so disappointed
They just look so disappointed
Observation about the emotional expressions of people in the video itself.
Meta-Commentary
0.90
@jhanelle8467
Mar 4, 2025
...and no one poked fun at anyone's attire...?
...and no one poked fun at anyone's attire...?
Questions or comments on the video content itself, specifically about what was or wasn't shown regarding attire.
Meta-Commentary
0.90
@TomikaKelly
Mar 4, 2025
A speech trump could never do….brilliant
A speech trump could never do….brilliant
Praises the quality of the speech/speaker in the video, commenting on the video content itself.
Meta-Commentary
0.90
@JR-xj2vr
Mar 4, 2025
he’s speaking hindi 😭
he’s speaking hindi 😭
Observational comment about the video content (language spoken) with emoji reaction, focused on the video itself rather than immigration policy.
Meta-Commentary
0.90
harki4350
Jan 27, 2026
Are these comments bots ? Not one sounds natural.
Are these comments bots ? Not one sounds natural.
Directly questions the authenticity of other comments in the thread, critiquing the comment section itself.
Meta-Commentary
0.90
@ezrapartyrental2728
Mar 4, 2025
Unbelievable 🤡
Unbelievable 🤡
Single emoji expressing dismissal or criticism of the video/topic without substantive argument.
Meta-Commentary
0.90
ElizabethBurke-o1r
Sep 29, 2025
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
Comments on the video content and the speaker (Brian Lilley), expressing reluctance to watch.
Meta-Commentary
0.90
myrnafromcanada1216
Feb 19, 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)