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
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Question
1,353 comments
Any chance he’ll use tonight to announce something about a financial reset since some of your folks have dollars now??
Any chance he’ll use tonight to announce something about a financial reset since some of your folks have dollars now??
Asks a question about potential announcements while alluding to an unsubstantiated claim about a 'financial reset' and currency changes.
@VacaysMom
Mar 4, 2025
do not appreciate u taking the solitary cash sponsorship
do not appreciate u taking the solitary cash sponsorship
Appears to be a brief complaint or question about sponsorship policy, though context is unclear; classified as information-seeking.
Question
0.65
satyamroy6734
Jan 28, 2026
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
We can see who is begging from Us people ?
We can see who is begging from Us people ?
Unclear phrasing but appears to be a critical question about who is 'begging' from US people, with identity/us-vs-them undertones.
@QuetaVssee
Mar 4, 2025
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
Im ?? & have ?? relatives--I never voted for Trump, both Canada & U.S. need to pollute significatly less there was slug in Canada on beach horse ran into died instantly while rider had to …
Im ?? & have ?? relatives--I never voted for Trump, both Canada & U.S. need to pollute significatly less there was slug in Canada on beach horse ran into died instantly while rider had to jump to safty--Is he talking about natural ferdalizers or chemical fertalizers cuz chemicals are bad for plants
Combines personal background with environmental concerns and seeks clarification about fertilizer types discussed.
@jasminefrichtl806
Mar 4, 2025
Nobody needs canada ?
Nobody needs canada ?
Brief rhetorical question expressing skepticism about Canada's relevance or necessity.
Question
0.65
@joshrobbins4673
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
In canada you dont need a canadian DL to drive on the road.
In canada you dont need a canadian DL to drive on the road.
States a factual claim about Canadian driving regulations that appears to be seeking clarification or challenging policy.
RavenRose88
Jan 27, 2026
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
That's business. This is not sleepy job to take advantage ?.
That's business. This is not sleepy job to take advantage ?.
Appears to be a clarifying question about whether something is business-related or an opportunity for exploitation, though phrasing is unclear.
Question
0.65
@bienvenundjoumatchie7405
Mar 4, 2025
It really doesn't need to be expensive.....
It really doesn't need to be expensive.....
Vague statement questioning cost/expense, appears to seek clarification or express doubt about a claim made in the video.
Question
0.65
Hallucitania
Dec 30, 2025
Ehy would anyone still go there anyway??
Ehy would anyone still go there anyway??
Poses a rhetorical question expressing skepticism about US travel, implying underlying safety or policy concerns.
bullish7371
Dec 8, 2025
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
¿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 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
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
Pls depot 😢
Pls depot 😢
Brief request for deportation action, unclear context but appears to be a plea or question.
Question
0.65
kiteknight23
Jan 27, 2026
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
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)