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
Did you allow me to choose my daughter and move back to Canada? I was there for three years before my fiancé and I broke up
Did you allow me to choose my daughter and move back to Canada? I was there for three years before my fiancé and I broke up
Seeks clarification about immigration/residency policy eligibility while referencing personal circumstances and relationship history.
@tuck1211
Mar 4, 2025
That's working even if you work for family or a friend..didn't understand that comment
That's working even if you work for family or a friend..didn't understand that comment
Seeks clarification about a specific point made in the video regarding work arrangements.
Question
0.80
tiffanyr4355
Sep 27, 2025
Is he a smart guy though? Really???
Is he a smart guy though? Really???
Rhetorical question challenging Trudeau's intelligence, functioning as implicit criticism of his competence.
@ShannenB
Mar 4, 2025
Could this be about the mineral ? Trump is making problems with our neighboring allies and Ukraine . What's the end game. Maybe he's underestimating them, or he's relying on what once was America's strength. …
Could this be about the mineral ? Trump is making problems with our neighboring allies and Ukraine . What's the end game. Maybe he's underestimating them, or he's relying on what once was America's strength. Trump believes military powers is strength , but he fail to understand the value of unity. We know that the rare minerals are common in the world disputes. Could it be that Trump is just planning to take them ?. Ukraine is not having it. Canada's not having it. Question remains, what's the end game? This doesn't make sense to alienate America from the rest of the world. ?
Series of speculative questions about geopolitical motivations and strategic outcomes, comparing nations' positions and interests.
@richieg1887
Mar 5, 2025
If tariffs only hurt american consumers why does he care?\n\nI also thought he stepped down.
If tariffs only hurt american consumers why does he care?\n\nI also thought he stepped down.
Seeks clarification on tariff logic and political status through rhetorical questioning.
@mightylaidlow1
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
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
Why we can not have president like him?
Why we can not have president like him?
Seeks explanation for why Canada cannot have a leader like Trudeau, framed as an information-seeking question.
@andyismail2810
Mar 4, 2025
What happened to this Canadian Dictator Resigning?
What happened to this Canadian Dictator Resigning?
Poses a question about the PM's resignation status, seeking information or clarification.
@MaineiacSean
Mar 5, 2025
Canada is worth it now. In the future?
Canada is worth it now. In the future?
Poses an open-ended question about Canada's future viability as an immigration destination, seeking clarification or discussion.
Question
0.80
liarsdontgotoheaven4281
Sep 9, 2025
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Information-seeking comment in Hindi/Hinglish asking for job assistance upon immigration to Canada, seeking practical advice.
@AryanSinghjadoun-p1r
Mar 5, 2025
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
Seeks information/clarification about immigration intake patterns, comparing Indian immigration to Ukrainian, Russian, Jewish, and Palestinian arrivals.
Wiiiz3
Nov 20, 2025
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
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
Seeks clarification about WTO rules and tariff policies through rhetorical questions about consistency and fairness.
@uffa00001
Mar 5, 2025
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Information-seeking question about immigrant demographics in Indian cities, framed as hypothetical inquiry.
Question
0.80
benjamincioban7379
Oct 27, 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
Why is this guy speaking for canada?? He stepped down in December and canada wants him gone.
Why is this guy speaking for canada?? He stepped down in December and canada wants him gone.
Poses a question about the PM's legitimacy to speak for Canada, combined with a factual assertion about his resignation and public sentiment.
@drewarmour4555
Mar 4, 2025
How does these tariffs on Canada even benefit America?
How does these tariffs on Canada even benefit America?
Seeks information about the economic rationale behind tariff policy, framed as a genuine inquiry.
@nii_amart
Mar 4, 2025
Is that why the liberals are pushing the maid program on seniors, veterans and young adults ... just mostly Canadians... how come they don't offer it to the immigrants
Is that why the liberals are pushing the maid program on seniors, veterans and young adults ... just mostly Canadians... how come they don't offer it to the immigrants
Poses a rhetorical question about differential treatment of domestic workers versus immigrants, implying policy inconsistency.
sharmuyres7585
Feb 17, 2026
What has Canadians done to America??
What has Canadians done to America??
Information-seeking question about Canadian actions affecting America, framed as a comparison between nations.
@TomasLundgrenlto
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)