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 pass my test 17/20 thanks again
I pass my test 17/20 thanks again
Comment about passing a test, likely referencing the video content or a related resource.
Meta-Commentary
0.85
AndreScott-t9f
Feb 18, 2026
No teleprompter in sight.
No teleprompter in sight.
Observational comment about the speaker's presentation style, not about immigration policy.
Meta-Commentary
0.85
@Shadowdash66X
Mar 4, 2025
I'm to drunk to tell if this is serious or not. Drunk me really thinks this is real.
I'm to drunk to tell if this is serious or not. Drunk me really thinks this is real.
Commenter expresses uncertainty about the video's authenticity/seriousness, directly commenting on the content itself.
Meta-Commentary
0.85
tylergray4443
Jan 27, 2026
You sleep with CNN 3:42
You sleep with CNN 3:42
Comment criticizes the video source/media outlet rather than engaging with immigration policy content.
Meta-Commentary
0.85
@TimothyGeorge-u2t
Mar 4, 2025
The guy on his bike is a homeless buffoon happy that he got some attention.
The guy on his bike is a homeless buffoon happy that he got some attention.
Dismissive commentary about a person featured in the video, critiquing their credibility and motivations.
Meta-Commentary
0.85
freddycalipari4242
Jan 27, 2026
As an American who views/reads issues regarding Canada and our relationship with it In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. …
As an American who views/reads issues regarding Canada and our relationship with it
In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. the citizen
Thank you .. following you .. Great journalism!
Comment evaluates the video/channel's journalistic quality and thanks the creator, focusing on the media presentation itself rather than immigration policy.
Meta-Commentary
0.85
enzocannizzo8744
Feb 18, 2026
Intelligence is so sexy?
Intelligence is so sexy?
Brief, off-topic comment about attractiveness unrelated to immigration or policy discussion.
Meta-Commentary
0.85
@anjac3645
Mar 4, 2025
tyler are you still in toronto i really wanna meet you out
tyler are you still in toronto i really wanna meet you out
Direct address to the video creator (Tyler) attempting personal contact, commentary about the creator rather than the immigration topic.
Meta-Commentary
0.85
seacomicyt700
Jan 27, 2026
KENNEY How dare you bring this Pppp person on .... WHY???? 👿😡🤬
KENNEY How dare you bring this Pppp person on .... WHY???? 👿😡🤬
Commenter is criticizing the video/channel's editorial decision to feature a guest, with emotional outrage directed at the platform rather than substantive policy debate.
echoquick5653
Feb 17, 2026
Reciprocal tariffs coming to Canada
Reciprocal tariffs coming to Canada
Brief statement about reciprocal tariffs appears to reference external policy developments rather than engage substantively with the video content.
Meta-Commentary
0.85
@amirraja1
Mar 4, 2025
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
Political opinion about a provincial leader unrelated to the immigration discussion, focusing on partisan dismissal.
Meta-Commentary
0.85
missnerepis62
Feb 17, 2026
Thanks Tyler this is not talked about here
Thanks Tyler this is not talked about here
Comment addresses the video creator (Tyler) and notes the topic is underreported in mainstream discourse.
Meta-Commentary
0.85
lobsterfil1
Jan 27, 2026
Kenny you are just a mouth piece now go back east and shut up
Kenny you are just a mouth piece now go back east and shut up
Comment dismisses the video creator ('Kenny') as a mouthpiece, critiquing the person rather than engaging with immigration policy.
Meta-Commentary
0.85
johnkick7904
Feb 17, 2026
Bald and bankrupt did it better
Bald and bankrupt did it better
Comment compares the video to another creator's work, focusing on the content/channel rather than the immigration topic itself.
Meta-Commentary
0.85
firmfire2385
Jan 27, 2026
where is the 20 bodyguard video bro?
where is the 20 bodyguard video bro?
The comment addresses the video creator directly, asking about another video rather than engaging with the content.
Meta-Commentary
0.85
WeLikeTempleOS-777
Feb 16, 2026
Jason candy was amazing while he was in federal politics. Then he showed up in Alberta and was the greatest failure of all
Jason candy was amazing while he was in federal politics. Then he showed up in Alberta and was the greatest failure of all
Evaluates the political figure discussed in the video rather than engaging with immigration policy content.
Meta-Commentary
0.85
paulaubin510
Feb 17, 2026
We need you at Nancy Guthrie kidnapping investigation, none of it makes sense
We need you at Nancy Guthrie kidnapping investigation, none of it makes sense
Off-topic comment about an unrelated criminal investigation, not addressing the video's subject matter.
Meta-Commentary
0.85
NotNickAtNight
Feb 17, 2026
I didn’t hear this kind of speech in the last 4 years.
I didn’t hear this kind of speech in the last 4 years.
Compares current speech to past rhetoric, making an observation about the video content and Trump's communication style.
Meta-Commentary
0.85
@juancarlosaglugub1935
Mar 4, 2025
This was the most polite thing i've seen in some time...
This was the most polite thing i've seen in some time...
Comment evaluates the tone/quality of the video content itself rather than engaging with the substantive topic.
Meta-Commentary
0.85
@willians.9821
Mar 4, 2025
Thankyou creator just did my exam tiday.This video very helpful
Thankyou creator just did my exam tiday.This video very helpful
Expresses gratitude for the video's educational utility; focuses on the creator and content rather than immigration discourse.
Meta-Commentary
0.85
AnalizaTapia
Feb 15, 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)