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
Question
1,353 comments
When we going to Isreal
When we going to Isreal
Unclear question about Israel, possibly seeking information or making comparative statement about immigration priorities.
jerrybrown1517
Feb 13, 2026
And still just a drop in the bucket
And still just a drop in the bucket
Cryptic statement suggesting the problem is minor relative to larger issues, functioning as implicit skepticism or rhetorical questioning.
Question
0.65
@mrcanuck1
Feb 19, 2026
¿It is New York? ICE is living there, SOS.
¿It is New York? ICE is living there, SOS.
A brief query about video location with an apparent distress signal, seeking clarification.
Kfeconfe
Feb 9, 2026
Dude you screwed your people over and the trucker's especially with all the environmental cr#*p and your not a leader you need to step down and respect TRUMP.
Dude you screwed your people over and the trucker's especially with all the environmental cr#*p and your not a leader you need to step down and respect TRUMP.
Expresses uncertainty about factual reality and seeks clarity on what is happening in the country.
@CALICOAST805fishermanlopez76
Mar 4, 2025
You gonna go to mx?
You gonna go to mx?
Brief question asking if someone is going to Mexico, likely seeking clarification or making a rhetorical point about relocation.
Question
0.65
Bayareaglobz
Feb 23, 2026
Do u expose grôomers? When yes r u pedophobe?
Do u expose grôomers?
When yes r u pedophobe?
Asks whether the creator exposes groomers and uses terminology ('pedophobe') that appears to question the creator's stance, though the intent is unclear and may be off-topic spam.
samantha-smith116
Feb 15, 2026
How about the chinese
How about the chinese
Brief question about Chinese immigration, seeking clarification or raising the topic for discussion without clear argumentative stance.
Question
0.65
michaelmattson1081
Feb 10, 2026
You know most of the Punjabis and many people who claim they are mostly pakistani
You know most of the Punjabis and many people who claim they are mostly pakistani
Incomplete sentence structure suggests an unfinished question or observation about Punjabi and Pakistani identity claims, though intent is unclear.
Question
0.65
Ak-t1u
Feb 7, 2026
The bike guy has any nazy ancestors by any chance
The bike guy has any nazy ancestors by any chance
Appears to be asking about someone's ancestry with a vague reference to 'nazi,' unclear intent but potentially seeking inflammatory information.
djidjo4484
Mar 1, 2026
Google Ukraine bustification. Them tell me your for defendijg Ukraine
Google Ukraine bustification. Them tell me your for defendijg Ukraine
Appears to be a garbled question asking commenter to research Ukraine and justify their position, though unclear due to spelling errors.
Question
0.65
@TheWakow
Mar 4, 2025
Has there ever been a journalist to investigate what a 3 way is like? So we can all learn about that? Jw
Has there ever been a journalist to investigate what a 3 way is like? So we can all learn about that? Jw
Appears to be a sarcastic or off-topic question, possibly attempting humor or derailing the conversation.
themagmapizza5264
Jan 27, 2026
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Suggests a line of questioning about identity claims (Punjab vs. India) and passport issuance, mixing inquiry with implicit skepticism about immigrant documentation.
Leoaugust1188
Jan 28, 2026
What the fuck mean invasion
What the fuck mean invasion
Seeks clarification on terminology ('invasion'), though phrased informally and potentially rhetorical.
Question
0.65
DinoPlay-mini
Jan 27, 2026
Can you imagine the next world's leader warning Americans before the downfall?
Can you imagine the next world's leader warning Americans before the downfall?
Rhetorical question expressing concern about future political leadership and national decline.
@MysikiTV
Mar 4, 2025
20% not good lol
20% not good lol
Brief statement expressing dissatisfaction with a statistic, likely seeking clarification or expressing skepticism about a claim.
Question
0.65
john_____________l-lll
Jan 27, 2026
Trump ?more holes ?️ for US ?
Trump ?more holes ?️ for US ?
Unclear phrasing but appears to be a questioning statement about Trump and unspecified 'holes' for the US.
Question
0.65
@patsimmons3123
Mar 4, 2025
dont think trump cares....
dont think trump cares....
Expresses skepticism/doubt about whether a political actor will respond to concerns, functioning as a rhetorical question.
Question
0.65
@almcfly7407
Mar 4, 2025
There is a bad angle to this
There is a bad angle to this
Vague statement suggesting disagreement or requesting clarification about the video's framing, though lacks specificity.
Question
0.65
adamluce1901
Jan 27, 2026
I thought this clown resigned
I thought this clown resigned
Expresses confusion or seeks clarification about a political figure's status, though phrased dismissively.
@heycouper629
Mar 4, 2025
It doesn’t make cents and it’s not common cents to understand the 25 per cent ?
It doesn’t make cents and it’s not common cents to understand the 25 per cent ?
Appears to be a confused or sarcastic question about a 25 percent figure, using wordplay ('cents'/'common sense'), seeking clarification or making a joke.
@rikkicargo786
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)