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
TDS Sports is wild😮
TDS Sports is wild😮
Brief comment about the video/channel content itself rather than engaging with immigration discourse.
Meta-Commentary
0.90
wr3add
Jan 27, 2026
4:53 oh yeah he be saying it a regular daily basis
4:53 oh yeah he be saying it a regular daily basis
References a specific timestamp in the video and comments on what a speaker said, focusing on the video content itself.
Meta-Commentary
0.90
zkilla_G
Feb 8, 2026
green shirt lady
green shirt lady
Brief observation about a person visible in the video content.
Meta-Commentary
0.90
Trashcreep
Feb 8, 2026
Prime Minister Justin Trudeau ??
Prime Minister Justin Trudeau ??
Brief mention of Trudeau with emoji appears to be commentary on the video subject or other commenters rather than substantive discourse.
Meta-Commentary
0.90
@Brenda-hx8dj
Mar 4, 2025
8:29 wait thats the new Brampton
8:29 wait thats the new Brampton
References a specific timestamp in the video, commenting on video content rather than immigration policy.
Meta-Commentary
0.90
VarunRathour786
Feb 24, 2026
Based bicyclyst
Based bicyclyst
Brief comment about a person in the video using slang approval term, not substantive immigration discourse.
Meta-Commentary
0.90
shoots4fun
Jan 27, 2026
The first time i actually took the time to listen to this man. This was a smart and impressive speach! (smart guy!)
The first time i actually took the time to listen to this man. This was a smart and impressive speach! (smart guy!)
Personal reaction to watching the speech, praising its quality and the speaker's intelligence.
Meta-Commentary
0.90
@1nicko29
Mar 5, 2025
Thumbnail bit harsh😅
Thumbnail bit harsh😅
Direct comment about the video's thumbnail design rather than immigration content itself.
youtubeadd1ct
Jan 27, 2026
????????????????????????????
????????????????????????????
String of question marks indicates confusion or skepticism about the video content itself rather than substantive engagement.
Meta-Commentary
0.90
@israelimeduza
Mar 4, 2025
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Gratitude for the study guide and personal test result; entirely meta-commentary about the video's usefulness rather than immigration-related discourse.
Meta-Commentary
0.90
jenniferwali1956
Jul 18, 2025
This is so gross I’m not gonna watch it but thanks anyway.
This is so gross I’m not gonna watch it but thanks anyway.
Expresses rejection of the video content itself without engaging with immigration topic substantively.
Meta-Commentary
0.90
Boviathan
Jan 27, 2026
Well im not done with the video yet but it ends soon so I know something goes wrong 😅
Well im not done with the video yet but it ends soon so I know something goes wrong 😅
Comments on the video's narrative structure and anticipated plot development rather than immigration substance.
Meta-Commentary
0.90
DroneinHawaii
Jan 27, 2026
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
Comments directly on the video content and a specific person's performance on screen at a timestamp.
Meta-Commentary
0.90
thefalseflagshow
Mar 1, 2026
Why didn't you have a burner phone with you, that could have gone so much more smoothly as you could have just handed him the burner. That said great work regardless though as always
Why didn't you have a burner phone with you, that could have gone so much more smoothly as you could have just handed him the burner. That said great work regardless though as always
Commenter is providing feedback about the video creator's tactics and approach in conducting their investigation.
Meta-Commentary
0.90
chronometer9931
Jan 27, 2026
I am surprised that you actually didn't cut the interview short?
I am surprised that you actually didn't cut the interview short?
Comments on the interviewer's editorial choices rather than the immigration policy content itself.
Meta-Commentary
0.90
jamesnichol9908
Feb 24, 2026
Very powerful speech.
Very powerful speech.
Brief evaluative comment about the video content itself rather than engaging with substantive policy or immigration discourse.
Meta-Commentary
0.90
@evachang5942
Mar 4, 2025
Still waiting for the blistering speech ?
Still waiting for the blistering speech ?
Commenter critiques the video content itself, questioning whether a promised 'blistering speech' was delivered.
Meta-Commentary
0.90
@Tom0000
Mar 4, 2025
Been waiting for this!!
Been waiting for this!!
Comment about the video itself, expressing anticipation for its release or content without substantive immigration discourse.
Meta-Commentary
0.90
JordanBenway
Jan 27, 2026
It’s only me who can’t hear this guy ?
It’s only me who can’t hear this guy ?
Technical complaint about video audio quality, commenting on the video itself rather than its content.
Meta-Commentary
0.90
@akakiiakakievich9580
Mar 4, 2025
Dommage, Translate your vidéo an French please, i’am not understand english. Good day of Paris😊
Dommage, Translate your vidéo an French please, i’am not understand english. Good day of Paris😊
Comment addresses the video creator directly requesting translation, focusing on the video itself rather than immigration content.
Meta-Commentary
0.90
nadhiranesrakiaitabdessela4362
Feb 8, 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)