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
Comparative
2,420 comments
The United States relationship with the rest of the free world is at its lowest point in its history - fear not, we're closer than ever to Putin and Russia. No doubt he'll soon be …
The United States relationship with the rest of the free world is at its lowest point in its history - fear not, we're closer than ever to Putin and Russia. No doubt he'll soon be visiting North Korea, Hungary and Belarus.
Compares US relationships with other nations and expresses concern about geopolitical alignment with authoritarian states.
@doxies
Mar 4, 2025
Only nice thing i can say about Canada is that its not the UK...................yet
Only nice thing i can say about Canada is that its not the UK...................yet
Compares Canada unfavorably to the UK with implied criticism, using sarcasm and ellipsis to suggest Canada is becoming like the UK.
neopetaccount8397
Jan 27, 2026
Trump ruins everything in USA. Only money is the King in the USA.
Trump ruins everything in USA. Only money is the King in the USA.
Compares USA negatively to implicit alternatives, critiquing Trump's impact and American values (money-centrism) through cross-national framing.
@Loveiw
Mar 4, 2025
Nobody in the US needs Canada for anything, period. Bye bye
Nobody in the US needs Canada for anything, period. Bye bye
Compares US and Canada by asserting US economic independence and dismissing Canadian relevance.
@logancline7805
Mar 4, 2025
EU welcome Canada. Viva la Canadiana Coffee!!! USA = fuki fuki $3.
EU welcome Canada. Viva la Canadiana Coffee!!! USA = fuki fuki $3.
Compares Canada favorably to the USA while expressing openness to EU relations, using comparative framing with implicit solidarity toward Canada.
@perun6884
Mar 4, 2025
Why is this controversial? I wish they would do that in Canada also
Why is this controversial? I wish they would do that in Canada also
Compares US border policy favorably to Canadian policy, implicitly advocating for Canada to adopt similar stricter measures.
NorthernPaladin5146
Dec 10, 2025
Funny that america fought against imperialism when whites did it, and now complain that non whites control everything and invade everywhere. Seems like the usa mughtve caused the issue
Funny that america fought against imperialism when whites did it, and now complain that non whites control everything and invade everywhere. Seems like the usa mughtve caused the issue
Compares American historical imperialism to current complaints about non-white immigration, using comparative logic to critique Western hypocrisy.
marvelwhopesdc
Jan 27, 2026
The whole statement was coherent \nThat’s how leaders sound \n\nMan America is shit
The whole statement was coherent \nThat’s how leaders sound \n\nMan America is shit
Praises Trudeau's coherence as leadership quality while comparing unfavorably to America's political state.
@thefub101
Mar 4, 2025
I don't know Canada politics, but Trudeau sounds like a wartime PM!
I don't know Canada politics, but Trudeau sounds like a wartime PM!
Compares Canadian and American leadership styles, positioning Trudeau as a wartime leader in contrast to Trump.
Comparative
0.76
@kevinpeterson3830
Mar 4, 2025
Mississauga is majority muslim and its way better here than brampton so idk what hes blabing about lol and most are assimilated. Some bad but those aint real muslism
Mississauga is majority muslim and its way better here than brampton so idk what hes blabing about lol and most are assimilated. Some bad but those aint real muslism
Compares two Canadian cities regarding immigrant populations and assimilation, defending immigrants while ranking communities.
ridhwankazi9503
Jan 27, 2026
With all do respect Mr prime minister Don’t call people Czars Putin gets happy, They been calling Czars to members of their cabinet here in America, God bless Canada, feel sorry for us.
With all do respect Mr prime minister Don’t call people Czars Putin gets happy, They been calling Czars to members of their cabinet here in America, God bless Canada, feel sorry for us.
Compares Canadian and American cabinet terminology, warning that using 'Czars' mimics Russian authoritarian language.
@miguelReyes-l4m
Mar 4, 2025
Trump is almost like Putin already. American must act on Trump behavior. Now , the people should have voted Kamala Harris instead. What a mistake voting Trump.
Trump is almost like Putin already. American must act on Trump behavior. Now , the people should have voted Kamala Harris instead. What a mistake voting Trump.
Commenter compares Trump to Putin and expresses regret about electoral choice, using international comparison to frame political critique.
@sofiaquirino3816
Mar 4, 2025
We have a stupid person as president
We have a stupid person as president
Criticizes the current U.S. president's intelligence by comparison, implicitly contrasting with a more capable alternative.
Comparative
0.76
@aliscia09
Mar 4, 2025
nobody wanna step a foot in america its the worst place on the planet. you dumb asf bro
nobody wanna step a foot in america its the worst place on the planet. you dumb asf bro
Compares America unfavorably to other places, ranking it as the worst nation on Earth.
jacklamat6315
Jan 27, 2026
Please come to Australia we have the same problem
Please come to Australia we have the same problem
Compares Canada's immigration situation to Australia's, suggesting shared concerns across nations.
Shane-vo7nh
Feb 9, 2026
How refreshing to listen to an intelligent leader. ?
How refreshing to listen to an intelligent leader. ?
Praises Trudeau's intelligence and leadership in implicit contrast to other leaders, positioning Canada favorably.
@MaryAnnParker-u1z
Mar 4, 2025
We’ve been to war with Canada and we’ve been to war with Mexico. We have not been to war with China or Russia. Not sure who are greatest friends really are.
We’ve been to war with Canada and we’ve been to war with Mexico. We have not been to war with China or Russia. Not sure who are greatest friends really are.
Compares historical and current relationships between nations to question assumptions about who Canada's true allies are.
@Tommy-gk6bh
Mar 4, 2025
the funny thing is that this would never be allowed in India with mass migration
the funny thing is that this would never be allowed in India with mass migration
Compares Canada's immigration openness unfavorably to India's restrictiveness, implying hypocrisy or double standards without evidence.
Jamesppoitra
Oct 7, 2025
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
Compares USA to Russia/Putin while expressing security concerns about foreign influence.
@andrerobitaille982
Mar 4, 2025
Why 25% on Canada versus 20% on China? ?\nIf it's not aimed to destroy your closest neighbor ?
Why 25% on Canada versus 20% on China? ?\nIf it's not aimed to destroy your closest neighbor ?
Compares tariff rates between Canada and China while implying a conspiratorial intent to harm Canada without evidence.
@asperneto
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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