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
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
Man im glad you made this video! I was wondering why so many were coming to Canada.
Man im glad you made this video! I was wondering why so many were coming to Canada.
Expresses gratitude for the video while seeking information about immigration patterns.
anthonyarcangeli343
Jan 27, 2026
Please, Please stop refering to usa as America, make clear you refer to usa , America means a Continent not a country
Please, Please stop refering to usa as America, make clear you refer to usa , America means a Continent not a country
Requests clarification on terminology usage ('stop referring to usa as America'), framed as a plea for linguistic precision in discourse.
@ArmandoGarcia-v5v
Mar 4, 2025
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
Poses an information-seeking question about historical injustices to Indian indentured laborers, framed as a moral concern.
dhirajshah4933
Dec 14, 2025
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Commenter seeks clarification about PR eligibility disparities, implying criticism of immigration policy while asking for information.
Xxx_viagra_xxX
Jan 27, 2026
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
Information-seeking questions about driving standards and licensing across jurisdictions, with implicit comparative framing.
NotTheAverageGaming
Jan 27, 2026
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
Also if Canada is already dealing with the drug issues why are we doing this tariff with them
Also if Canada is already dealing with the drug issues why are we doing this tariff with them
Information-seeking question about the logic of tariffs given Canada's drug issues, framed as questioning policy rationale.
@Carl-ib4ig
Mar 4, 2025
Greatest country on Earth??? Which one
Greatest country on Earth??? Which one
Challenges the claim that Canada is the greatest country by questioning which country is actually greatest, seeking clarification through comparative framing.
futurelifestyle2698
Feb 4, 2026
Is that white guy with the bicycle a racist comedian?
Is that white guy with the bicycle a racist comedian?
An information-seeking question about a person visible in the video content.
byaran1
Feb 25, 2026
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
Why is an American worried about Canadian business???
Why is an American worried about Canadian business???
Questioning comment that implies national boundary concerns, asking why an American is commenting on Canadian affairs.
mekhisharp7843
Jan 28, 2026
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
Seeks clarification about how rejected asylum claimants were admitted and allowed to remain in Canada.
roneberle8954
Feb 27, 2026
what about indigenous homeless in sasaktoon?
what about indigenous homeless in sasaktoon?
Seeks information or raises awareness about indigenous homelessness as a counterpoint to immigration discussion.
TakeItOrLeaveIt-12
Jan 30, 2026
canada soon be 51st state ???
canada soon be 51st state ???
Comment poses a speculative question about Canada's sovereignty/independence, implying anxiety about political absorption by the US.
@abfire1175
Mar 4, 2025
Bro didn't visit east coast. That would be a wholesome video.
Bro didn't visit east coast. That would be a wholesome video.
Suggestion framed as a question about video content, seeking information about geographic coverage.
Question
0.80
seadragon5420
Jan 27, 2026
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
What about our hard-working doctors?
What about our hard-working doctors?
Brief rhetorical question raising concern about the impact on Canadian healthcare professionals, seeking acknowledgment of their situation.
Question
0.80
stephenstaeger1888
Feb 26, 2026
As an American why would I listen to a leader from another country?
As an American why would I listen to a leader from another country?
Rhetorical question asserting that Americans should not take direction from foreign leaders, questioning legitimacy.
@Chileman97
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)