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
Dang the dude 4:13
Dang the dude 4:13
References a specific timestamp in the video, commenting on content rather than the immigration topic itself.
Meta-Commentary
0.85
zzizahacallar
Jan 27, 2026
Keep telling yourself and believing that Trump isn't in Putin's pocket. It's so crystal clear when you stop thinking like a cult member.
Keep telling yourself and believing that Trump isn't in Putin's pocket. It's so crystal clear when you stop thinking like a cult member.
Comment about other commenters' thinking patterns and beliefs rather than engaging with immigration policy or the video content directly.
Meta-Commentary
0.85
@smokinjoe45
Mar 4, 2025
It is quite something when a Canadian Prime Minister is the one to deliver a State of the Union Address.
It is quite something when a Canadian Prime Minister is the one to deliver a State of the Union Address.
Comment observes and remarks on the unusual nature of the video content itself (a Canadian PM delivering a State of the Union Address).
Meta-Commentary
0.85
@kevin.keen.socialmedia
Mar 4, 2025
if you look at 11:03 that rav4 is illegally turning left in the background
if you look at 11:03 that rav4 is illegally turning left in the background
Observational comment about a detail in the video itself rather than engaging with the immigration topic.
Meta-Commentary
0.85
5cpml
Feb 20, 2026
I used to like your videos until it became obvious you became a mouthpiece for the far right
I used to like your videos until it became obvious you became a mouthpiece for the far right
Commenter critiques the video creator's perceived political bias, which is commentary about the channel itself and its ideological positioning.
minecraftgamer198
Feb 20, 2026
The French part is slightly different from the English part. I think it is also important to understand the Canadian messages crystal clear by hearing the full speech.
The French part is slightly different from the English part. I think it is also important to understand the Canadian messages crystal clear by hearing the full speech.
Comments on the video content itself, noting differences between French and English versions and requesting clarity on the speech.
@harumarina0320
Mar 4, 2025
As usual, it's the most poorly informed, inarticulate, and blatantly dishonest commenters who support Trump.
As usual, it's the most poorly informed, inarticulate, and blatantly dishonest commenters who support Trump.
Critique of other commenters' intelligence and honesty rather than substantive policy discussion.
Meta-Commentary
0.85
@BeforeAndAfterScience
Mar 4, 2025
Stop crying!
Stop crying!
Dismissive comment directed at other commenters or the general discourse, not substantive engagement with immigration policy.
Meta-Commentary
0.85
@qball6520
Mar 4, 2025
The bots are strong in the comments, I wonder who is paying for them.
The bots are strong in the comments, I wonder who is paying for them.
Observes and comments on bot activity in the comment section, speculating about coordination and funding.
Meta-Commentary
0.85
@cfroude
Feb 20, 2026
They arrested the smugglers, wild
They arrested the smugglers, wild
Brief reaction to the video content itself, noting surprise at the arrest of smugglers.
Meta-Commentary
0.85
MeoPic
Feb 20, 2026
Smell begins at 0:00
Smell begins at 0:00
Comment critiques the video content itself (smell/sensory aspect) rather than engaging with immigration policy.
Meta-Commentary
0.85
Andrew-q2w4f
Feb 20, 2026
Did somebody say something? Who’s that guy again?
Did somebody say something? Who’s that guy again?
Comment questions the video content or previous commenter rather than engaging with immigration topic.
Meta-Commentary
0.85
@TheTruthDetector
Mar 4, 2025
Christ is king
Christ is king
Religious statement unrelated to the video content, likely spam or off-topic commentary.
Meta-Commentary
0.85
michaeldasilva2730
Feb 19, 2026
6:17 TDS SPORTS
6:17 TDS SPORTS
References a timestamp and external content (TDS SPORTS), commenting on the video itself rather than immigration.
Meta-Commentary
0.85
LRFilms69
Jan 27, 2026
Indiana just find ways to make their image even worse.
Indiana just find ways to make their image even worse.
Appears to be a typo or correction of the previous comment (Indiana vs Indians), functioning as meta-commentary on the discussion itself.
Meta-Commentary
0.85
User-67-41
Jan 27, 2026
Thank you. Got 20/20 on my test today 🤩
Thank you. Got 20/20 on my test today 🤩
Comment references a test score unrelated to immigration content, appearing to be off-topic or directed at the video creator.
Meta-Commentary
0.85
rodasaleh3539
Feb 18, 2026
I don’t believe anything from cnn. They lie to the American people.
I don’t believe anything from cnn. They lie to the American people.
Comment critiques the credibility of CNN as a news source rather than engaging with immigration policy content.
Meta-Commentary
0.85
@Marrio49
Mar 4, 2025
Good one Tyler hater. Keep hating for views.
Good one Tyler hater. Keep hating for views.
Comments on the video creator's motivations and content strategy rather than discussing immigration substantively.
Meta-Commentary
0.85
yaqoubalshatti205
Jan 27, 2026
“Blistering”? ?????????????????????????????
“Blistering”? ?????????????????????????????
Questions the video's characterization of the speech as 'blistering,' commenting on the framing rather than the content.
Meta-Commentary
0.85
@gerrimcgrath6878
Mar 4, 2025
Also why the f do you keep changing your accent when you talk to someone of another ethnicity, what kind of racist ass shit is that lol.
Also why the f do you keep changing your accent when you talk to someone of another ethnicity, what kind of racist ass shit is that lol.
Critiques the YouTuber's behavior (accent-switching) as racist, combining criticism of the video creator with an ethical judgment.
darkmattercreates
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)