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
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Challenges a factual claim about tax payment while questioning the distinction between facts and feelings in the video's arguments.
oceanvanthiel3624
Oct 3, 2025
I just want to know how much in their pocket?
I just want to know how much in their pocket?
Asks about corruption or bribery ('in their pocket'), seeking information while implying policy malfeasance.
hieutat7897
Oct 4, 2025
How long is it going to take to rebuild relations after he's gone? I'm worried it won't be as quick of a process.
How long is it going to take to rebuild relations after he's gone? I'm worried it won't be as quick of a process.
Seeks information about timeline for diplomatic recovery while expressing concern about future relations.
@brettbenson7690
Mar 4, 2025
I wonder if the government is commiting fraud with them, like what happening in the states.
I wonder if the government is commiting fraud with them, like what happening in the states.
Speculative question about government fraud related to immigration, combining information-seeking with conspiratorial framing.
subjectofsaturnyervahsa7386
Jan 27, 2026
How can you listen to this and side with the other guy...
How can you listen to this and side with the other guy...
Rhetorical question challenging others' political allegiances, seeking to understand their reasoning.
Question
0.75
@raiderboy105
Mar 4, 2025
is it true that governments sponsor this kind of content to isolate discriminatory masses?
is it true that governments sponsor this kind of content to isolate discriminatory masses?
Asks whether governments sponsor content to manipulate public opinion, combining information-seeking with conspiratorial framing.
wrongwhale6787
Jan 29, 2026
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
Poses a question about illegal immigrants while citing an unverified statistic, mixing inquiry with potentially false claims.
felixculpa-z7x
Feb 18, 2026
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Expresses skepticism about Indian immigrants in Canadian military via rhetorical question, implying implausibility or fraud.
g1itchwitch
Mar 3, 2026
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Seeks clarification about visa holders' rights to remain in Canada, framed as a questioning challenge to policy logic.
DaniEz-h4c
Nov 22, 2025
What security screening? Pls wow
What security screening? Pls wow
Skeptical question about security screening procedures, seeking clarification while implying inadequacy of current measures.
LoriMcDavid
Nov 24, 2025
How about this.... dont cross the border... problem solved.
How about this.... dont cross the border... problem solved.
Offers a rhetorical question/suggestion framed as a simple practical solution to the border crossing issue.
Question
0.75
jewels964
Dec 8, 2025
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
Poses a question about enforcement mechanisms while expressing skepticism and underlying security concerns.
Winger222
Feb 18, 2026
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Seeks advice and mentorship on navigating career challenges, framed as an information-seeking request.
AaronCox-q5p
Dec 19, 2025
give the border officers all that they demand ???
give the border officers all that they demand ???
Seeks clarification about border officer demands through a questioning format, though the tone suggests skepticism.
Question
0.75
karinavandamme804
Dec 11, 2025
Why is everyone mad now that we are cutting USAID ???. Also wasn't this lesbian stepping down ??
Why is everyone mad now that we are cutting USAID ???. Also wasn't this lesbian stepping down ??
Primarily asks clarifying questions about USAID cuts and personnel changes, with a secondary identity assertion element (derogatory reference to sexual orientation).
@Raider870
Mar 4, 2025
Why is that god white, if the general population of india is brown?
Why is that god white, if the general population of india is brown?
Questions the representation choices in the video regarding a deity's appearance relative to population demographics.
Foreverlife55
Jan 27, 2026
how do you get scammed by a person of below average IQ with limited resources?
how do you get scammed by a person of below average IQ with limited resources?
Rhetorical question expressing skepticism about a claim, with sarcastic undertones questioning the logical coherence of an argument.
victoriketalu7424
Feb 23, 2026
I think they are ending up in Raleigh Nc just saying 🤔
I think they are ending up in Raleigh Nc just saying 🤔
Speculates about immigrant settlement patterns in another country, framed as an information-seeking observation with uncertainty markers.
tankhankeress1739
Jan 27, 2026
Yeah you NEVER take a knife or pointy items across the boarder. Unless you were really get into trouble. But we do not mess around with illegal drugs. And weapons. And some skin care, Lol
Yeah you NEVER take a knife or pointy items across the boarder. Unless you were really get into trouble. But we do not mess around with illegal drugs. And weapons. And some skin care, Lol
Comment provides information about border regulations while using humor about skin care products, mixing informational and comedic elements.
rivchick
Jan 27, 2026
Bad brother, American ?
Bad brother, American ?
Unclear but appears to be a question seeking clarification about the commenter's nationality or context.
Question
0.75
@zarghonarahimi6018
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)