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
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
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
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
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
Umm that’s still a lot.
Umm that’s still a lot.
Brief skeptical response questioning the significance of a statistic presented in the video.
Question
0.65
argeldelacruz9545
Jan 5, 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
What are we even doing at this point?
What are we even doing at this point?
Vague rhetorical question expressing confusion or concern about the situation discussed, seeking clarification or expressing exasperation.
pdiddy-z8q
Feb 17, 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
CANADA -UKRAINE ?
CANADA -UKRAINE ?
Fragmented query juxtaposing Canada and Ukraine, seeking clarification or connection between the two topics.
Question
0.65
@maloudelosreyes661
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
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
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
Well are we done now
Well are we done now
Brief rhetorical question seeking closure or confirmation about an ongoing situation, though context-dependent.
Question
0.65
@meka0004
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
Iam from ?? which is lampst the same as ...?? ..flag ...I should be allowed into Canada.???
Iam from ?? which is lampst the same as ...?? ..flag ...I should be allowed into Canada.???
Unclear comment seeking information about immigration eligibility based on flag/country similarity, with identity assertion undertones.
@JTNYLI
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
That is still a lot
That is still a lot
Vague statement expressing skepticism about immigration numbers, functioning as an implicit question about the scale.
Question
0.65
russellake6818
Apr 15, 2025
At least the majority did……???
At least the majority did……???
Seeks clarification or confirmation about a factual claim regarding electoral outcomes, though phrased ambiguously.
Question
0.65
@Horibonda
Mar 4, 2025
Thought that asshat resigned?
Thought that asshat resigned?
Seeks clarification about Trump's resignation status, with dismissive tone toward him.
@glennlavalle9807
Mar 5, 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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Discourse Quality (Perspective API)