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
Trump in charge
Trump in charge
Brief statement about Trump's authority; functions as off-topic commentary rather than substantive discourse on immigration.
Meta-Commentary
0.85
@Peace-q3k
Mar 4, 2025
This the same guy making fun of black people right, painting his face black? Yeah I doubt id listen to him
This the same guy making fun of black people right, painting his face black? Yeah I doubt id listen to him
Comment references the video creator's past behavior and expresses skepticism about listening to them, focusing on the source rather than immigration content.
Meta-Commentary
0.85
@tomcurtis2015
Mar 4, 2025
Very nice, except for the part about Donald being smart. Please don't lie to us about something we can all see is obviously not true.
Very nice, except for the part about Donald being smart. Please don't lie to us about something we can all see is obviously not true.
Critiques the content of the video itself, specifically a claim made within it, rather than addressing immigration policy.
Meta-Commentary
0.85
@shutupnplayclub265
Mar 4, 2025
All bots in the comments
All bots in the comments
Comment about the comment section itself, dismissing other commenters as automated accounts.
Meta-Commentary
0.85
@Dukedozzit
Mar 4, 2025
A clear, rational, thoughtful speech. I miss those days...
A clear, rational, thoughtful speech. I miss those days...
Evaluates the quality of Trudeau's speech delivery and expresses nostalgia for his speaking style.
Meta-Commentary
0.85
@bryanjacobsen8522
Mar 4, 2025
This man is right
This man is right
Brief agreement with the video speaker without substantive content; functions as commentary on the video itself.
Meta-Commentary
0.85
@MichaelRoberts-sg3fo
Mar 4, 2025
CNN but you encouraged trump so you are just as culpabale
CNN but you encouraged trump so you are just as culpabale
Criticizes CNN's role in covering/encouraging Trump, directing blame at the media outlet itself rather than discussing immigration policy.
Meta-Commentary
0.85
@DigitalProReview
Mar 4, 2025
Great speech!
Great speech!
Brief positive reaction to the video/speaker without substantive policy or immigration discussion.
Meta-Commentary
0.85
@EgbertSchelhaas
Mar 4, 2025
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
Comment critiques other commenters and the video's comment section, with a dismissive framing of 'Americans' as a group.
@johngraham7
Mar 4, 2025
Wow, what a speech from Trudeau for 45 min without a Tele-Prompter
Wow, what a speech from Trudeau for 45 min without a Tele-Prompter
Comment focuses on Trudeau's speaking ability and delivery technique rather than policy or immigration content.
Meta-Commentary
0.85
@BenoitRémillard
Mar 4, 2025
Just because YOU don't understand something didn't mean it's dumb
Just because YOU don't understand something didn't mean it's dumb
Critiques another commenter's reasoning or understanding rather than engaging with substantive policy or immigration issues.
Meta-Commentary
0.85
@TheBlaineFindley
Mar 4, 2025
Go Leafs go!!
Go Leafs go!!
Off-topic sports reference unrelated to the immigration discussion.
Meta-Commentary
0.85
@gmac2558
Mar 4, 2025
Governor Trudeau ??
Governor Trudeau ??
Questions Trudeau's title/role, likely commenting on the video's framing or context rather than substantive policy.
Meta-Commentary
0.85
@kacaku
Mar 4, 2025
I wanted to listen to prime minister no your comments
I wanted to listen to prime minister no your comments
Expresses frustration about the comment section interfering with listening to the video content.
Meta-Commentary
0.85
@lacazina5
Mar 4, 2025
Who’s that on left? Looks like sister of Georgia Melloni
Who’s that on left? Looks like sister of Georgia Melloni
Off-topic observation about a person's appearance in the video, unrelated to the substantive content.
Meta-Commentary
0.85
@rahulbhargave25
Mar 4, 2025
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Commenter is critiquing the video/speakers for addressing the wrong audience, directing commentary about the video's framing rather than engaging with immigration policy itself.
Meta-Commentary
0.85
@kurntrywizdum7423
Mar 4, 2025
Great and intelligent speach.
Great and intelligent speach.
Comment evaluates the quality of the speech/video content itself rather than engaging with immigration policy.
Meta-Commentary
0.85
@w.nijssen2825
Mar 4, 2025
Their English sound so nice through the ears.
Their English sound so nice through the ears.
Comment about the video content itself, specifically praising the speakers' accents/presentation.
Meta-Commentary
0.85
@reginejeanty788
Mar 4, 2025
It will be interesting to see how the right-wing media will spin this.
It will be interesting to see how the right-wing media will spin this.
Reflects on how media will frame the video's content rather than engaging with the substance of the immigration discussion.
Meta-Commentary
0.85
@brdnrd
Mar 4, 2025
Keep us out of this group chat
Keep us out of this group chat
Comment about the video/discussion itself, requesting exclusion from the conversation topic.
Meta-Commentary
0.85
@6273t
Mar 4, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)