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
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
Frames as information-seeking but contains implicit identity-based skepticism about a specific immigrant group's value and belonging.
Blueskiesmohan
Aug 30, 2025
I have a combination American and Ukrainian flag in front of my home. I think I need a Canadian flag, also. I'm wondering about the Amerucan flag. ?
I have a combination American and Ukrainian flag in front of my home. I think I need a Canadian flag, also. I'm wondering about the Amerucan flag. ?
Personal reflection on flag display with a direct question seeking advice or clarification.
@antigone2
Mar 4, 2025
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is …
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is actually produced in the U.S. itself.
Rhetorical questioning about border responsibility, followed by a factual claim about fentanyl production sources.
@Lee-yy2lr
Mar 4, 2025
They hate Russians in Canada ?
They hate Russians in Canada ?
Poses an information-seeking question about attitudes toward Russians in Canada.
Question
0.80
@charloteauxanne-marie5318
Mar 5, 2025
Can someone tell Truhead he increases tariffs us will increase the same residual ???? this is fair ???
Can someone tell Truhead he increases tariffs us will increase the same residual ???? this is fair ???
Seeks clarification about tariff policy and fairness, framed as a question to the Prime Minister.
@sammyorta
Mar 4, 2025
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Poses rhetorical questions challenging immigration policy changes while asserting concern about Canadian identity erasure and post-nationalism.
redman958
Jun 17, 2025
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
Requests factual explanation about Canada's financial status ('probate') while implying unverified claims about government dishonesty, framed as an information-seeking question.
@ronnishino7880
Mar 4, 2025
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so …
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so many people coming from India when that country is doing so well. What’s with that? I’m just wondering that’s all.
Seeks clarification on deportation outcomes and expresses curiosity about immigration motivations while raising economic concerns.
mar6553
Nov 23, 2025
Ok so dont kill me but ERRM........ Should we be rethinking this guy resigning?
Ok so dont kill me but ERRM........ Should we be rethinking this guy resigning?
Seeks input on whether the PM's resignation decision should be reconsidered, framed as an information-seeking question with implicit policy doubt.
@6Harbin6er6
Mar 4, 2025
control of illegal drugs or aliens is the function of that country’s customs or immigration so why make it the effort of the source country and making it the reason for 25% tariff? what is …
control of illegal drugs or aliens is the function of that country’s customs or immigration so why make it the effort of the source country and making it the reason for 25% tariff? what is the connection?
Seeks clarification about the logic connecting drug/immigration control to tariff policy, questioning the government's reasoning.
@antonyquintos8037
Mar 4, 2025
Thats a great speech, but i have a question for the canadians: i heard that quality of life has suffered so much, less income, rising prices, problems with immigration and crime. Is it true?\nI hope …
Thats a great speech, but i have a question for the canadians: i heard that quality of life has suffered so much, less income, rising prices, problems with immigration and crime. Is it true?\nI hope we, europe, canada and the free world, can pull it together!
Seeks clarification about Canadian quality of life and immigration impacts, with comparative reference to Europe.
@sebastiansowieso8179
Mar 4, 2025
I cannot wait to hear what Claudia Sheinbaum Pardo has to say.
I cannot wait to hear what Claudia Sheinbaum Pardo has to say.
Expresses anticipation to hear from another political figure, implicitly seeking their perspective.
Question
0.80
@AmerigoMagellan
Mar 4, 2025
I thought this fool resigned?
I thought this fool resigned?
Seeks factual clarification about a political figure's status, phrased as an information-seeking question.
@ssebastianmusic
Mar 4, 2025
How can be ppl from India NATIONALISTIC if they now live in CANADA??
How can be ppl from India NATIONALISTIC if they now live in CANADA??
Poses a question about national loyalty and identity, implying incompatibility between Indian and Canadian nationalism.
BoboSLO1
Sep 19, 2025
Is this guy the same people were saying that his mother has a OF account 😅
Is this guy the same people were saying that his mother has a OF account 😅
The commenter is asking for clarification about whether a person in the video is the same individual mentioned in rumors, seeking information.
yathishm5310
Jan 29, 2026
how'd you even escape from that far place back to where you are? we asking the real questions
how'd you even escape from that far place back to where you are? we asking the real questions
Seeks clarification about the subject's journey, framed as a genuine inquiry about logistics.
Question
0.80
haveawonderfulday2432
Jan 27, 2026
How do MAGA right defend TRUMP'S actions to align with Putin and weaken the Natioanl Security of America?
How do MAGA right defend TRUMP'S actions to align with Putin and weaken the Natioanl Security of America?
Poses a rhetorical question challenging Trump supporters to defend his alignment with Putin and national security implications.
@xoombunny9431
Mar 4, 2025
Why didn’t Canada implement theses protections from Fentanyl before the US initiated Tarrifs
Why didn’t Canada implement theses protections from Fentanyl before the US initiated Tarrifs
Questions why Canada didn't implement fentanyl protections earlier, implicitly critiquing Canadian policy responsiveness.
@recoverycoach9708
Mar 4, 2025
Can't us in the EU strike a free trade deal asap to help Canada? I wonder.
Can't us in the EU strike a free trade deal asap to help Canada? I wonder.
Poses an information-seeking question about EU-Canada trade deals while comparing international relationships.
@loloflores123
Mar 4, 2025
I'M REALLY CURIOUS HOW DONALD TRUMP BRAIN WORKS BERNIE SANDERS SHOULD KNOW SINCE THEY ARE THE SAME GENERATIONS....
I'M REALLY CURIOUS HOW DONALD TRUMP BRAIN WORKS BERNIE SANDERS SHOULD KNOW SINCE THEY ARE THE SAME GENERATIONS....
Expresses curiosity and poses an information-seeking question about Trump's thinking and generational comparison.
Question
0.80
@deborahmeghan5583
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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