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
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
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
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
Thought that asshat resigned?
Thought that asshat resigned?
Seeks clarification about Trump's resignation status, with dismissive tone toward him.
@glennlavalle9807
Mar 5, 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
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
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
I can’t believe this.
I can’t believe this.
Vague expression of disbelief that functions as an implicit question seeking clarification or confirmation.
Question
0.65
@nyccontrabass3489
Mar 4, 2025
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
6k is crazy
6k is crazy
Brief exclamation about a number (likely salary or cost), unclear context but appears to be seeking clarification or expressing surprise about a figure.
Question
0.65
KaidenHall247
Jan 28, 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
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
I totally agree with them. Free this free that free everything more struggling. What do you believe? Why wouldn't people reach out about it? It's not right
I totally agree with them. Free this free that free everything more struggling. What do you believe?
Why wouldn't people reach out about it? It's not right
Raises concerns about resource distribution and seeks engagement ('What do you believe?'), though the critique of welfare spending is implicit.
susanurquhart8156
Aug 26, 2025
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
¿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
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
Why would a Punjabi would accept to cross a white American into the US?
Why would a Punjabi would accept to cross a white American into the US?
Phrased as a question but appears to express skepticism about cross-cultural/cross-ethnic acceptance, mixing inquiry with identity-based framing.
peaceandlove544
Jan 27, 2026
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
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
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
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)