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
Where was he when we needed him years ago
Where was he when we needed him years ago
Commenter poses a rhetorical question criticizing delayed action on an unspecified issue, seeking accountability.
@rossy6669
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
You're reasonable but can't understand that you have to talk to people to resolve issues?
You're reasonable but can't understand that you have to talk to people to resolve issues?
The comment poses a rhetorical question challenging someone's reasoning about dialogue and conflict resolution.
Question
0.75
@TacticalPower88
Mar 4, 2025
Well.........??
Well.........??
Ellipsis and question mark suggest incomplete thought or request for clarification, though intent is ambiguous.
Question
0.75
@csmosley
Mar 4, 2025
I have no horse in the race but I'm interested in seeing this canadian loyalty that everyone talks about.
I have no horse in the race but I'm interested in seeing this canadian loyalty that everyone talks about.
Expresses curiosity about Canadian national identity and loyalty, framed as an information-seeking observation.
@tengkuadam1399
Mar 4, 2025
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
Seeks clarification about Trump's intentions while implicitly critiquing his actions as potentially destabilizing.
@HeartofaGypsy
Mar 4, 2025
I thought this grifter resigned?
I thought this grifter resigned?
Seeks clarification about whether the subject resigned, framed as a rhetorical question expressing skepticism.
@AlexManguy
Mar 4, 2025
Not all Americans want this. What can we do to stop this? Move to Canada?!
Not all Americans want this. What can we do to stop this? Move to Canada?!
Seeks advice on how to respond to US policy, with rhetorical question about moving to Canada.
@donnahauptmann906
Mar 4, 2025
I just don’t understand, what is really behind this agenda?
I just don’t understand, what is really behind this agenda?
Seeks clarification about underlying motivations while implying suspicion of hidden agendas, combining information-seeking with conspiratorial framing.
@master19421
Mar 4, 2025
The message in DC is that they can say and do whatever they want.....and we are powerless to do anything about it. Thoughts?? How do YOU feel about this notion?
The message in DC is that they can say and do whatever they want.....and we are powerless to do anything about it. Thoughts?? How do YOU feel about this notion?
Poses questions about US power dynamics and seeks others' perspectives, framed with underlying concern about powerlessness and threat.
@RaShawdDavis
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
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
Trump maybe wanna protect American company ?
Trump maybe wanna protect American company ?
Seeks clarification about Trump's motivations while tentatively suggesting economic protectionism as a possible rationale.
@syarizansulaiman6554
Mar 4, 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
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
Poses rhetorical questions about hidden motives behind tariff policy, seeking explanation while expressing skepticism.
@MynameisJs
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
?as an American, you all is still using fluoride aren't ya.
?as an American, you all is still using fluoride aren't ya.
American commenter asking a question about Canadian water fluoridation practices with comparative undertones.
@letsgo-v2h
Mar 4, 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
Five Eyes…Five Eyes….why did you join him eight years ago?
Five Eyes…Five Eyes….why did you join him eight years ago?
Questioning statement about Canada's past alignment with Five Eyes intelligence alliance, seeking clarification or making a critical point.
@jokim7822
Mar 5, 2025
hey why cant our politician speak properly like this guy?
hey why cant our politician speak properly like this guy?
Seeks explanation for why Canadian politicians lack communication skills compared to the speaker, implying critique.
@rja62b
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)