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
Is she real? She sounds and look AI
Is she real? She sounds and look AI
Questions the authenticity of the video presenter rather than engaging with immigration content.
Meta-Commentary
0.88
Jonkuns
Jan 26, 2026
This man is very right he is clever btw 4:03
This man is very right he is clever btw 4:03
Endorsement of the video creator's argument at a specific timestamp, commenting on the content rather than immigration itself.
Meta-Commentary
0.88
antonshokry310
Jan 28, 2026
The way you guys covered this us disgusting
The way you guys covered this us disgusting
Criticism of how the video itself covered the topic rather than engaging with the substantive issue.
Meta-Commentary
0.88
@LegitLongevity
Mar 4, 2025
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Critiques the video creator's editorial decision to include a particular guest, focusing on platform responsibility rather than policy.
Meta-Commentary
0.88
amandal849
Jan 28, 2026
Why was the video gone for awhile?
Why was the video gone for awhile?
Inquiry about the video's availability history, directed at the channel/platform rather than the immigration topic.
thomasgregory1752
Feb 3, 2026
The world order is changing and it makes for great television.
The world order is changing and it makes for great television.
Observational comment about geopolitical events and media spectacle rather than substantive immigration discourse.
Meta-Commentary
0.88
@mesharath
Mar 4, 2025
its so funny at around 5:10 when it keeps switching from the bike guy to the cashier 🤣🤣
its so funny at around 5:10 when it keeps switching from the bike guy to the cashier 🤣🤣
Comments on the video's editing and production choices, noting a humorous technical element of the content itself.
DudeplaysFN
Jan 28, 2026
bike guy was chill
bike guy was chill
Brief reaction to a video subject (the 'bike guy'), commenting on the content rather than engaging with immigration discourse.
Meta-Commentary
0.88
DudeplaysFN
Jan 28, 2026
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Questions the authenticity of video content at a specific timestamp, expressing skepticism about the creator's claims.
limaIiam
Jan 27, 2026
dude finds the most racist ignorant person, and gives him the most air time 🤣🤣🤣🤦🏾♂️
dude finds the most racist ignorant person, and gives him the most air time 🤣🤣🤣🤦🏾♂️
Critiques the video creator's editorial choice to feature and amplify a controversial speaker, commenting on the video's structure and framing.
Meta-Commentary
0.88
phorm57
Feb 3, 2026
More special interest rhetoric pretending to be news.
More special interest rhetoric pretending to be news.
Critiques the video itself as biased rhetoric rather than engaging with immigration content substantively.
Meta-Commentary
0.88
NoStanley
Jan 20, 2026
Yo this man was in Lachine! WTF haha!
Yo this man was in Lachine! WTF haha!
Commenter reacts to video content location (Lachine) with surprise and humor, commenting on the video itself rather than immigration policy.
Meta-Commentary
0.88
xeperenfer3537
Jan 27, 2026
holy racism 💀
holy racism 💀
Brief meta-commentary critiquing the racism in the previous comment or video content.
Meta-Commentary
0.88
NioMoonArtStudio
Jan 27, 2026
dude can act. seriously.
dude can act. seriously.
Comment about the speaker's acting ability, focused on the video content rather than immigration policy.
Meta-Commentary
0.88
@pablohernandez-dc2qf
Mar 4, 2025
5:27 is this nuxtaku ? 😂😂😂
5:27 is this nuxtaku ? 😂😂😂
Comment about the video content itself, identifying a person in the footage with humorous intent.
everytingyouneed3707
Jan 27, 2026
Just pass the test with 20/19 🎉🎉thank you to the creator of the video as i havent go throught thw discover canada pdf but only was reliable to this video nd all the questions were …
Just pass the test with 20/19 🎉🎉thank you to the creator of the video as i havent go throught thw discover canada pdf but only was reliable to this video nd all the questions were from this but just a heads up that test questions can b tricky so remember the questions as the questions can be asked as answers and the answer can be asked as questions
Comment about the video creator and content, thanking them for test preparation material and discussing the video's usefulness.
Meta-Commentary
0.88
rhea6845
Feb 4, 2026
Je suis le seul qui parle français ici ?
Je suis le seul qui parle français ici ?
Observation about language use in the comment section rather than substantive engagement with immigration topic.
Meta-Commentary
0.88
GédéonLEMOUA-x6m9g
Feb 12, 2026
19:24 this is not even the topic ???.. what's that mutt with turban talking about which disaster??? Totally out of video's topic ???
19:24 this is not even the topic ???.. what's that mutt with turban talking about which disaster??? Totally out of video's topic ???
Commenter critiques the video content as off-topic and makes derogatory remarks about the speaker.
Meta-Commentary
0.88
@SandeepCheema36AU
Mar 4, 2025
5:07 🤷🏻🤷🏻🤷🏻
5:07 🤷🏻🤷🏻🤷🏻
A timestamp reference with shrug emojis indicating reaction to a specific video moment, purely meta-commentary.
Meta-Commentary
0.88
Blackcloud10
Feb 6, 2026
5:30 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
5:30 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
References a specific timestamp in the video with laughing emojis, indicating reaction to video content.
Trickrxp
Feb 16, 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)