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
I don’t think Sidhu is going to like this video 😬
I don’t think Sidhu is going to like this video 😬
Comment references a specific person's (Sidhu's) likely reaction to the video content itself.
Meta-Commentary
0.95
bbrettfa
Jan 27, 2026
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Comment critiques the video's production choices (AI visualization) rather than discussing immigration content.
Meta-Commentary
0.95
FireyTheAlienDragon
Jan 27, 2026
Vassy 😂😂😂😂😂
Vassy 😂😂😂😂😂
Brief reaction to a person named Vassy mentioned in the video, commenting on the content itself.
Meta-Commentary
0.95
Rossonerrorosso
Feb 25, 2026
This is coming from CBC she’s full of 💩
This is coming from CBC she’s full of 💩
Dismisses the credibility of the source (CBC) rather than engaging with immigration content itself.
Meta-Commentary
0.95
CanadaClaireW
Apr 4, 2025
Who is the blonde woman on the left?
Who is the blonde woman on the left?
Comment asks about a person visible in the video, directly referencing the video content itself rather than the immigration topic.
Meta-Commentary
0.95
@MONOFA-X
Mar 4, 2025
Hey you need to do one on Vancouver...lol
Hey you need to do one on Vancouver...lol
Comment requests the creator make a video about Vancouver, directly addressing the video/channel rather than the immigration topic.
Meta-Commentary
0.95
Westcoast_Kyle
Feb 8, 2026
Tim Hortons thumbnail is crazy lol ❤
Tim Hortons thumbnail is crazy lol ❤
Comment references the video thumbnail (Tim Hortons) and expresses appreciation for the video itself rather than discussing immigration policy.
Meta-Commentary
0.95
Somoliaboy
Feb 8, 2026
5:20 this guy is a real one
5:20 this guy is a real one
References a specific timestamp and person in the video, commenting on the video content itself rather than immigration policy.
Meta-Commentary
0.95
elibonham4388
Jan 27, 2026
Great video!
Great video!
Simple praise of the video itself with no engagement with immigration policy or discourse.
Meta-Commentary
0.95
rogge6916
Jan 27, 2026
THEY SOLD "DON CHERRY" OUT, TOO 😢
THEY SOLD "DON CHERRY" OUT, TOO 😢
References Don Cherry and media treatment, commenting on broader cultural/media narratives rather than immigration policy directly.
Meta-Commentary
0.95
donanthony3989
Aug 25, 2025
I wish I could like this video 8000 times
I wish I could like this video 8000 times
Comment about the video itself expressing strong approval without substantive engagement with immigration topic.
Meta-Commentary
0.95
FoggyMooseBog
Sep 10, 2025
Well said...
Well said...
Generic agreement with a previous comment, functioning as meta-commentary on the discussion rather than substantive discourse.
Meta-Commentary
0.95
lermamarfori143
Aug 26, 2025
Good speech
Good speech
Brief positive evaluation of the video/speech itself, commenting on the content rather than the topic.
Meta-Commentary
0.95
@Seemstobereal
Mar 4, 2025
Thanks for sharing
Thanks for sharing
Generic appreciation comment directed at the video creator, not engaging with immigration content itself.
Meta-Commentary
0.95
yvonnethomas5599
Sep 8, 2025
LMAO you are the best
LMAO you are the best
Generic praise of the video creator with no substantive content about immigration.
Meta-Commentary
0.95
alfredochavez1896
Jan 27, 2026
TYLER IS ON FIRE LOL
TYLER IS ON FIRE LOL
Comment references 'Tyler' (likely the video creator) and praises their performance, focusing on the video/creator rather than immigration content.
Meta-Commentary
0.95
gbkbtk
Jan 27, 2026
Ohh I didn’t know this was cnn!! You guys are idiots !!
Ohh I didn’t know this was cnn!! You guys are idiots !!
Comment criticizes the video/channel itself, claiming it's CNN content and insulting the creators.
Meta-Commentary
0.95
@thomasbardwell4151
Mar 4, 2025
Asmon just talked about this…
Asmon just talked about this…
References another content creator (Asmongold) discussing the same topic, commenting on the video's relevance to external discourse.
Meta-Commentary
0.95
TheCman-we3qu
Jan 29, 2026
You make the best content bro its unbelievably good
You make the best content bro its unbelievably good
Direct praise of the video content and creator without engaging with immigration topics.
Meta-Commentary
0.95
elibonham4388
Jan 27, 2026
Bike guy is a legend
Bike guy is a legend
Comment references 'Bike guy' as a character/person in the video, making a meta-observation about the content.
Meta-Commentary
0.95
Hashadabbery
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)