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
I dont get why they’re kicking out immigrants who work and can actually integrate?
I dont get why they’re kicking out immigrants who work and can actually integrate?
Questions the logic of deporting working, integrated immigrants, expressing confusion about policy fairness.
coolbuddydude1
Nov 22, 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
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Challenges the accuracy of language identification in the video content, questioning whether speakers are misrepresented.
Sanem-f7j1e
Feb 21, 2026
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
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Seeks clarification about international student fee policy, framed as confusion about apparent inconsistency in regulations.
straighttothedisco
Oct 4, 2025
How come they disappeared?
How come they disappeared?
Direct question seeking clarification about the disappearance mentioned in the video.
Question
0.80
kaaaah2003
Sep 30, 2025
all of THEM are in charge of immigration? wtf
all of THEM are in charge of immigration? wtf
Expresses confusion and skepticism about who controls immigration policy, framed as a rhetorical question criticizing government structure.
RFC235
Sep 29, 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
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
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
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
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
So, he's just going to do the same thing as trump? If tariffs from trump are hurting US citizens, won't that hurt canada even more as well?
So, he's just going to do the same thing as trump? If tariffs from trump are hurting US citizens, won't that hurt canada even more as well?
Seeks clarification about policy consequences, questioning whether Canada's tariff strategy will harm its own citizens economically.
@talobsta
Mar 4, 2025
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Poses a direct question to the Prime Minister about drug policy action while implicitly criticizing lack of concrete measures.
@mthz333
Mar 5, 2025
I thought this guy was going to resign ?
I thought this guy was going to resign ?
Seeks clarification about Trudeau's resignation status, referencing prior statements or rumors.
@RLDANONMOUS
Mar 4, 2025
please give me canadian citizenship I comin
please give me canadian citizenship I comin
Direct request for information/assistance regarding Canadian citizenship, framed as a personal plea.
@radharaniaugustine9632
Mar 4, 2025
25%? Dang!! ?
25%? Dang!! ?
Brief expression of surprise/inquiry about a statistic mentioned in the video.
Question
0.80
@dollygood66
Mar 4, 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
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
Can i immigrate please to Canada? I am American that supports Canada.
Can i immigrate please to Canada? I am American that supports Canada.
Seeks information about immigration eligibility while expressing personal identity as an American supporter of Canada.
@JohnGrove310
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)