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
CNN is fake news
CNN is fake news
Commenter makes a statement about media credibility, critiquing CNN rather than engaging with the video's substantive content.
Meta-Commentary
0.95
@zackattack8903
Mar 4, 2025
You guys love interviewing racists. You claim to not be biased.
You guys love interviewing racists. You claim to not be biased.
Directly critiques the video creators for interviewing racists and claims bias in their editorial choices.
Meta-Commentary
0.95
TheDru78
Sep 19, 2025
real journalism right there
real journalism right there
Brief comment evaluating the video's journalistic quality, directly addressing the content creator's work.
Meta-Commentary
0.95
theunderdog690
Jan 27, 2026
Good Information, sir
Good Information, sir
Brief praise for the video content and presenter.
Meta-Commentary
0.95
mvsramakrishna8487
May 10, 2025
Why you wearing a blue suit
Why you wearing a blue suit
Off-topic observation about the speaker's appearance rather than the content being discussed.
Meta-Commentary
0.95
@NancyWilkinson-cq5pl
Mar 4, 2025
Damn really good video. I enjoyed it alot.
Damn really good video. I enjoyed it alot.
Direct praise of the video itself with no substantive immigration discourse.
Meta-Commentary
0.95
ydj00179
Oct 4, 2025
Tyler looks like he’s freezing outside.
Tyler looks like he’s freezing outside.
Observational comment about the video subject's appearance and conditions.
Meta-Commentary
0.95
moosejawrobinson
Jan 28, 2026
I subscribed when I saw this lol
I subscribed when I saw this lol
Expresses engagement with the video content and channel subscription decision.
Meta-Commentary
0.95
wyattmelly1402
Jan 28, 2026
BRAVO!! 4:05
BRAVO!! 4:05
Brief approval comment referencing a specific timestamp in the video, commenting on the video content itself.
Meta-Commentary
0.95
@user-10_67
Mar 4, 2025
why does she just keep repeating what he says ? why doesn't she shut up so we can hear the questions put to him ?
why does she just keep repeating what he says ? why doesn't she shut up so we can hear the questions put to him ?
Criticism of the video production itself, specifically about a speaker's behavior and audio quality.
Meta-Commentary
0.95
@warrensimpson3276
Mar 4, 2025
Will there be a part 2?
Will there be a part 2?
Simple question about the video content itself, requesting information about future uploads.
Meta-Commentary
0.95
graceinasamosir
Jan 27, 2026
13:15 "audentes fortuna iuvat" shout out KCD2
13:15 "audentes fortuna iuvat" shout out KCD2
The comment references a specific timestamp in the video and appears to be a shout-out to the creator or content, not engaging with immigration discourse.
Meta-Commentary
0.95
cherrymikegaming
Jan 27, 2026
I saw that original thumbnail dawg you not slick
I saw that original thumbnail dawg you not slick
Direct commentary about the video's thumbnail, addressing the creator's editing choices.
Meta-Commentary
0.95
snake0209
Jan 27, 2026
One of the first
One of the first
Comments on being among the earliest commenters, a meta-observation about comment thread timing.
Meta-Commentary
0.95
PigletTube
Jan 27, 2026
Sub 1 minute club 💪
Sub 1 minute club 💪
References being among the first viewers/commenters, a meta-observation about engagement timing.
Meta-Commentary
0.95
chadbrooks9763
Jan 27, 2026
yo bike guy is legit
yo bike guy is legit
Brief endorsement of the video creator's credibility rather than substantive immigration discourse.
Meta-Commentary
0.95
thekanadaz3651
Jan 29, 2026
Got 20/20 on May 15! All the questions were from this video. Huge thanks!! 🎉🙌🇨🇦
Got 20/20 on May 15! All the questions were from this video. Huge thanks!! 🎉🙌🇨🇦
Comment about the video's usefulness for test preparation, praising the channel content.
Meta-Commentary
0.95
Moneymakers-hua
May 16, 2025
Who’s the hot blonde?
Who’s the hot blonde?
Off-topic comment about a person's appearance in the video, unrelated to the substantive discussion.
Meta-Commentary
0.95
@timothy445OZ
Mar 4, 2025
Why are you keep deleting my comment 🤬🤬🤬🤬
Why are you keep deleting my comment 🤬🤬🤬🤬
Comment directly addresses the video platform's moderation, complaining about deleted comments.
Meta-Commentary
0.95
MayankShukla-j9s
Jan 29, 2026
Good journalism. No bias. Listening to both sides.
Good journalism. No bias. Listening to both sides.
Comment about the video's journalistic quality and approach rather than about immigration itself.
Meta-Commentary
0.95
barbarosozturk
Sep 21, 2025
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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Search
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Discourse Quality (Perspective API)