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
When Canada would turn to india, were would they go
When Canada would turn to india, were would they go
Poses a hypothetical question comparing Canada's future to India, implying concern about demographic change through comparative framing.
boomerchannelbob3266
Jan 28, 2026
Indian enter in Canada proper channel with government permission What about refugees 😂😂
Indian enter in Canada proper channel with government permission
What about refugees 😂😂
Raises a comparative question about refugee policy versus Indian immigration using sarcastic tone and emoji.
jo-techmalayalam1659
Feb 24, 2026
Didn’t this dude step down or get voted out or something lmfao
Didn’t this dude step down or get voted out or something lmfao
Seeks clarification about Trudeau's political status with a questioning tone and dismissive humor.
@brandonevans9521
Mar 4, 2025
Since when does a country's leader disregard the role of another country's leader?
Since when does a country's leader disregard the role of another country's leader?
Poses a rhetorical question challenging the appropriateness of one leader's disregard for another's role, seeking clarification on diplomatic norms.
@DOROPRODUCTIONS
Mar 4, 2025
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
Seeks clarification about who 'they' refers to in the video, questioning the speaker's language and interpretation of her statement.
savannahthomas9841
Feb 12, 2026
I ask!...who projects the TRUTH most! TRUDEAU or TRUMP??...I'm asking for a friend!??♂️
I ask!...who projects the TRUTH most! TRUDEAU or TRUMP??...I'm asking for a friend!??♂️
Poses a comparative question about truthfulness between two political leaders, framed as seeking information.
@bilbeverly7493
Mar 4, 2025
So they only employed their own kind?
So they only employed their own kind?
Asks whether hiring practices favored co-ethnics, implying potential discrimination or nepotism in employment.
eonwe5891
Jan 27, 2026
Lots of positives stated I'd like to know how they are insuring nutritional standards for that food program Hopefully they will focus on whole unprocessed foods
Lots of positives stated
I'd like to know how they are insuring nutritional standards for that food program
Hopefully they will focus on whole unprocessed foods
Seeks clarification about nutritional standards in a food program while expressing cautious support, primarily information-seeking.
CurtisHelstrom-p7p
Jan 11, 2026
I’m wondering…since all that trump had implemented do not make sense to anyone, just WHAT is trump’s purpose in souring great ties with allies economically n militarily?? To align USA towards Russian goals??
I’m wondering…since all that trump had implemented do not make sense to anyone, just WHAT is trump’s purpose in souring great ties with allies economically n militarily?? To align USA towards Russian goals??
Commenter poses rhetorical questions expressing confusion and alarm about Trump's foreign policy, implying dangerous alignment with Russian interests.
@raykangcs
Mar 4, 2025
Did I read somewhere that 80% of the fertilizer America uses for farmers comes from Canada?\n\nI note that Canada stated they will give a targetted response at Trump friendly states Florida for ranges etc. Looks …
Did I read somewhere that 80% of the fertilizer America uses for farmers comes from Canada?\n\nI note that Canada stated they will give a targetted response at Trump friendly states Florida for ranges etc. Looks like America wants to go it alone.
Commenter seeks information about fertilizer trade statistics and observes Canada's retaliatory strategy, framing it as comparative economic leverage.
@charles76666
Mar 4, 2025
isnt khalistan an ethno-religious state similar to Israel? i thought we were against that in the big 26
isnt khalistan an ethno-religious state similar to Israel? i thought we were against that in the big 26
Commenter asks a clarifying question about Khalistan's nature and draws a comparison to Israel, seeking information and understanding.
sebastianzapata6966
Jan 28, 2026
Why take so many from one culture
Why take so many from one culture
Asks why immigration is concentrated from one cultural group, framed as an information-seeking question with implicit identity concern.
matildamaher111
Feb 6, 2026
how long, I wonder, can American voters avoid the reality and consequences of what they've done in putting Trump back into power?
how long, I wonder, can American voters avoid the reality and consequences of what they've done in putting Trump back into power?
Poses a rhetorical question about American voters' accountability for Trump's election, implying moral judgment.
@mcmanpa
Mar 4, 2025
Isn’t this the guy Canadians hate?
Isn’t this the guy Canadians hate?
Rhetorical question challenging the legitimacy or popularity of the PM among Canadians.
@Polack-ml9fh
Mar 4, 2025
Probably Trump join BRIX..???
Probably Trump join BRIX..???
Speculative question about Trump joining BRICS, comparing geopolitical alignments.
@rajdking
Mar 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
Why is he speaking for Canada? Didn’t he resign and quit on the Canadian’s?
Why is he speaking for Canada? Didn’t he resign and quit on the Canadian’s?
Seeks clarification about a political figure's legitimacy and past actions, framed as an information-seeking question.
@Boswell0352USMC
Mar 4, 2025
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
im on nuetral ground... my question is simple, what will happened if trump answer putin with war, what will happen to YOU people? now you will blame trump or eu prime minister for the live …
im on nuetral ground... my question is simple, what will happened if trump answer putin with war, what will happen to YOU people? now you will blame trump or eu prime minister for the live lost? i dont like what putin do, and i dont condemn ukraine or whoever... my question is... do you guys WANT TO HAVE WORLD WAR III or do it in peaceful way possible or just go to war? ow i forgot to mention about the war, not conventional war, NUKE WAR...
Seeks clarification on potential war scenarios while expressing anxiety about nuclear conflict outcomes.
@SBrothersFromAnotherMother
Mar 4, 2025
Canada, will you accept us if we want to become citizens of your company???
Canada, will you accept us if we want to become citizens of your company???
Asks about Canadian citizenship but uses absurdist humor ('company') suggesting satirical intent alongside genuine inquiry.
@sharhondajackson7399
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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