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
1:54 i saw charlie kirk
1:54 i saw charlie kirk
Observational comment about spotting a public figure in the video content.
Meta-Commentary
0.90
Khanyo_1
Jan 27, 2026
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Comment about the viewer's personal viewing plans for the video.
Meta-Commentary
0.90
Uncannykenny
Jan 27, 2026
Never clicked so fast in my life.
Never clicked so fast in my life.
Comment about the video itself and the viewer's reaction to clicking on it.
Meta-Commentary
0.90
Andrew-qq8fb
Jan 27, 2026
5:49 😮😮😮😮 🤯🤯🤯🤯🤯🤯 this guy omg
5:49 😮😮😮😮 🤯🤯🤯🤯🤯🤯 this guy omg
Timestamps a video moment with reaction emojis, commenting on the content itself rather than the topic.
Meta-Commentary
0.90
trustuniverse
Jan 27, 2026
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Comment about the video creator and another content creator (Andrew Callahan/Channel Five), discussing the video itself rather than immigration.
Meta-Commentary
0.90
calebpugh222
Jan 27, 2026
Ohhh fuck here we go, finally
Ohhh fuck here we go, finally
Expresses anticipation about video content with an exclamatory reaction, commenting on what's about to happen in the video.
Meta-Commentary
0.90
codyleblanc1088
Jan 27, 2026
Very well said.
Very well said.
Generic agreement with previous comment without substantive content, meta-engagement with the discussion itself.
Meta-Commentary
0.90
@ManlyPHall-ce8dc
Mar 4, 2025
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Comment about Australia's driving standards is completely unrelated to Canadian immigration topic.
Meta-Commentary
0.90
coryparni3620
Jan 27, 2026
As you can see in the comments, Canadians are not crying.
As you can see in the comments, Canadians are not crying.
References the comment section itself and makes an observation about what other Canadians are saying.
Meta-Commentary
0.90
BFRZ89
Jan 1, 2026
I do not believe a word that comes out of this womans mouth.
I do not believe a word that comes out of this womans mouth.
Comment dismisses the credibility of the speaker/video presenter rather than engaging with substantive immigration topics.
Meta-Commentary
0.90
tmac9972
Jan 1, 2026
The guy on the bike gave the best answers and commentary.
The guy on the bike gave the best answers and commentary.
Evaluates and praises a participant's performance and commentary in the video.
Meta-Commentary
0.90
kenW13
Jan 27, 2026
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
The comment praises the video creator (Tyler) and discusses his journalistic credibility and legacy, directly addressing the content producer.
Meta-Commentary
0.90
korbo2xxhoe
Jan 27, 2026
Finally! I've been waiting on this one.
Finally! I've been waiting on this one.
Comment about anticipation for the video episode itself, not addressing immigration content.
Meta-Commentary
0.90
_max1mus
Jan 27, 2026
can you do plano texas next
can you do plano texas next
Request for the creator to produce similar content about a different location, unrelated to immigration discourse.
Meta-Commentary
0.90
burmesepython1654
Jan 27, 2026
Love the open racism here. Pathetic
Love the open racism here. Pathetic
Critiques the comment section itself for displaying racism, making a meta-observation about discourse quality rather than engaging with immigration policy.
Meta-Commentary
0.90
Vek_Rrud
Jan 27, 2026
Reporting this tacky ass clickbait
Reporting this tacky ass clickbait
Critiques the video's presentation style and framing as clickbait rather than addressing immigration content.
Meta-Commentary
0.90
nubconnor
Jan 27, 2026
TYLER COME TO RICHMOND HILL I WANNA SEE UUUU
TYLER COME TO RICHMOND HILL I WANNA SEE UUUU
Direct address to content creator 'Tyler' requesting he visit Richmond Hill, focused on the video/creator rather than immigration topic.
Meta-Commentary
0.90
Banan_monke1
Jan 27, 2026
Biker just DGAF and I'm all for it
Biker just DGAF and I'm all for it
Comment about a person in the video ('Biker') and their attitude, not about immigration policy itself.
Meta-Commentary
0.90
Gamer4672
Jan 27, 2026
Do Australia next
Do Australia next
Request directed at the content creator to produce similar content about another country.
Meta-Commentary
0.90
eclipsez0r
Jan 27, 2026
0:23 this guy is hilarious hahahahaha
0:23 this guy is hilarious hahahahaha
Comment about the video content itself, referencing a specific timestamp and reacting to a person in the video.
Meta-Commentary
0.90
Hitlersson1019
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)