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
Canada don’t have alliances any more ????
Canada don’t have alliances any more ????
Posed as a question expressing concern about Canada's diplomatic relationships and international standing.
@good_man4083
Mar 5, 2025
Yeah we need help lol
Yeah we need help lol
Brief, ambiguous statement that appears to be seeking acknowledgment or agreement rather than providing substantive commentary.
Question
0.75
@xaviergravel4132
Mar 4, 2025
What's America doing to stop their illegal flow of drugs and guns into Canada. 6-8 weeks ago, our Canadian border services seized 900kg of cocaine crossing the Detroit border!
What's America doing to stop their illegal flow of drugs and guns into Canada. 6-8 weeks ago, our Canadian border services seized 900kg of cocaine crossing the Detroit border!
Rhetorical question criticizing US border enforcement while citing specific drug seizure data as evidence.
@Rainbro121
Mar 4, 2025
Fuck man...i hate what trump is doing to my country....why did he get elected???
Fuck man...i hate what trump is doing to my country....why did he get elected???
Expresses distress about Trump's policies while seeking explanation for his election, combining emotional concern with information-seeking.
@citizencj3389
Mar 4, 2025
Why do all of these immigrants want to leave their country, migrate to other countries and not simulate to their surroundings?
Why do all of these immigrants want to leave their country, migrate to other countries and not simulate to their surroundings?
Framed as a question but primarily expresses skepticism about immigrant integration and cultural assimilation.
Carrierdlr1
Jan 27, 2026
Have we put into law that we are not paying inflated prices until the re-stock?!
Have we put into law that we are not paying inflated prices until the re-stock?!
Seeks information about price regulation policy while implicitly critiquing government response to inflation.
@jaydobbyn3975
Mar 4, 2025
Yo some1 pls tell me that there are at least some well mannered Indians abroad
Yo some1 pls tell me that there are at least some well mannered Indians abroad
Information-seeking question about Indian immigrants' behavior abroad, with implicit identity-based concern underlying the query.
manomaypatil6831
Jan 28, 2026
Wtf is that tuktuk ?
Wtf is that tuktuk ?
Asks about a vehicle (tuk-tuk) seen in the video, likely with humorous intent about cultural presence.
inf1nitedance505
Jan 27, 2026
US & Allies Guilty of Genocide?
US & Allies Guilty of Genocide?
Phrased as a question but functions as a provocative moral accusation about US/Allied actions.
@ArenAurelius
Mar 4, 2025
Why is that god white, if the general population of india is brown?
Why is that god white, if the general population of india is brown?
Questions the representation choices in the video regarding a deity's appearance relative to population demographics.
Foreverlife55
Jan 27, 2026
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
Poses a rhetorical question challenging the immigrant's stated preference for India, implying a factual contradiction without evidence.
elloco-q3h
Sep 21, 2025
Why don't you pay your depts to the USA . If we are such good friends
Why don't you pay your depts to the USA . If we are such good friends
Poses a rhetorical question about Canada-USA relations and debt obligations, comparing the countries' relationship.
@BrianKirven
Mar 4, 2025
What is North America doing to itself?
What is North America doing to itself?
Rhetorical question expressing concern about North American self-harm through immigration policy.
SpikyM-m9n
Dec 2, 2025
did he say he wants to wipe fentanyl from from earth but its a viable drug for several life saving durgs... its just a terrible drug in the hands of criminals and poor people looking …
did he say he wants to wipe fentanyl from from earth but its a viable drug for several life saving durgs... its just a terrible drug in the hands of criminals and poor people looking for a cheap high
Questions the logical consistency of a policy position regarding fentanyl, implying the speaker's concern about oversimplification.
@paratrooperz1
Mar 4, 2025
I wonder who this will hurt more. Us or Them?
I wonder who this will hurt more. Us or Them?
Framed as a question but expresses concern about harm from immigration policy, mixing information-seeking with anxiety.
@riza4086
Mar 4, 2025
Biden voters showing hate to Trump ?
Biden voters showing hate to Trump ?
Posed as a question seeking clarification or information about voter behavior and attitudes.
Question
0.75
@aarishkhan4382
Mar 4, 2025
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Seeks information about government spending on skilled immigrant recruitment, with implicit economic concern.
jaydeshaw3394
Dec 25, 2025
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
Poses a rhetorical question about why Punjabi people immigrate to Canada while claiming to love Punjab, mixing information-seeking with ethnic stereotyping.
DEKUxsSs
Jan 28, 2026
Why do they keep saying Punjab that territory and province is in India.
Why do they keep saying Punjab that territory and province is in India.
Questioning statement that contains a factual claim about Punjab's location, presented as a question rather than assertion.
wandererkenshin7557
Jan 27, 2026
How could they speak such terrible English? I heard they have language proficiency test for english& french in Canada before immigration?
How could they speak such terrible English? I heard they have language proficiency test for english& french in Canada before immigration?
Seeks clarification about language proficiency requirements while implicitly questioning whether standards are being enforced.
ManasWankhade-x8b
Mar 2, 2026
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)