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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Comparative
2,420 comments
Mate go to the uk it’s literally India
Mate go to the uk it’s literally India
Compares Canada to the UK by claiming both have become demographically dominated by Indian immigrants, using comparative national ranking.
Koko1StrayKids
Jan 27, 2026
Dubai, UAE and other GCC countries are also expanding their populations to grow economy. But they do not grant citizenship to any one. They just grant work visas and kick anyone out who violates local …
Dubai, UAE and other GCC countries are also expanding their populations to grow economy. But they do not grant citizenship to any one. They just grant work visas and kick anyone out who violates local laws or customs. Canada should follow same path.
Compares Canada's immigration approach to UAE/GCC countries' restrictive visa policies and advocates for similar restrictions.
HamadKiani
Feb 6, 2026
Seen from overseas in Europa I can only say that Trudeau's speech is excellent. Canadians can be vrey proud to have a Prime Minister like him. Trump on the other hand is like a kid …
Seen from overseas in Europa I can only say that Trudeau's speech is excellent. Canadians can be vrey proud to have a Prime Minister like him. Trump on the other hand is like a kid playing with matches. US americans are not the problem Trump is the problem.
Commenter compares Canada/Trudeau favorably to the US/Trump from a European perspective, expressing approval of Canadian leadership.
@javimt4232
Mar 4, 2025
It's pure jealousy from Trump and his cronies. Canada always was and always will be a much better country than the US ever was or will be.
It's pure jealousy from Trump and his cronies. Canada always was and always will be a much better country than the US ever was or will be.
Directly compares Canada favorably to the US while attributing Trump's criticism to jealousy.
@erikbrouwer2022
Mar 4, 2025
This is a leader!! Trump is a joke!
This is a leader!! Trump is a joke!
Direct comparison of Trudeau as a strong leader versus Trump as a joke, with implicit ranking of political competence.
@Aleon11-d8x
Mar 4, 2025
this speech proves it will be harder on canada than it will be on the united states. we will see.
this speech proves it will be harder on canada than it will be on the united states. we will see.
Compares the impact of policy on Canada versus the United States, suggesting differential treatment.
@JD-lx1vi
Mar 4, 2025
Compare the quality of the American political administration and those of Canada and Europe. On one hand you have blaming sleepy Joe, rambling lies, claims of greatness and demeaning allies and on the other coherent …
Compare the quality of the American political administration and those of Canada and Europe. On one hand you have blaming sleepy Joe, rambling lies, claims of greatness and demeaning allies and on the other coherent fact based arguments. \n\nAmerica, Trump is the kiss of death for your country. You need to get him out of office, along with many of the surrounding sycophants.
Compares American and Canadian/European political quality unfavorably, criticizing Trump and American leadership.
@AlanWarrenBelfastArchitect
Mar 4, 2025
I wish our American President looked and talked like this!!!
I wish our American President looked and talked like this!!!
Commenter compares Canadian PM favorably to the American President, expressing preference for Canadian leadership style.
@johnnyringo9759
Mar 4, 2025
This war will hurt us as our prime minister said it, but you americans are superpower you have lots to lose.
This war will hurt us as our prime minister said it, but you americans are superpower you have lots to lose.
Compares Canada's vulnerability to the USA's power position regarding war consequences, framing nations in hierarchical terms.
@ama3766
Mar 4, 2025
looks like australia
looks like australia
Brief comparison of the location to Australia, implying demographic similarity.
MoJamsAU
Jan 27, 2026
Exactly how native americans felt when bunch of theives and looters invaded north america from britain
Exactly how native americans felt when bunch of theives and looters invaded north america from britain
Draws historical parallel between current immigration and colonial invasion, framing both as illegitimate takeovers.
FriendlyResearcher
Feb 14, 2026
Swedish woman here ??\nThis is insanity!!!\nI have lived in both the US and Canada.\nThe Trump administration is going to ruin so much in the very near future, just because of the fact that Trump has …
Swedish woman here ??\nThis is insanity!!!\nI have lived in both the US and Canada.\nThe Trump administration is going to ruin so much in the very near future, just because of the fact that Trump has some kind of tiny-man’s complex and wants to be Putins lackey so bad, that he is willing to sacrifice the wellbeing of the people of the country that he is suppose to shelter and help to prosper.\nJustin Trudeau is a smart, level headed politician that truly cares about his country and the people living within it.\nMonumental differences between two men with totally different agendas.
Swedish woman shares lived experience in both US and Canada, comparing political leaders and their character/values across nations.
@marieandersson7187
Mar 4, 2025
Australian here. We are boycotting American products also. America is no longer an alliance. America is unreliable, unreasonable, unscrupulous and untrustworthy. \nGood luck America, you are going to need it.
Australian here. We are boycotting American products also. America is no longer an alliance. America is unreliable, unreasonable, unscrupulous and untrustworthy. \nGood luck America, you are going to need it.
Australian commenter compares America unfavorably to other allies and expresses solidarity with Canada.
@LuciannaG123
Mar 4, 2025
We know Canada, we know world. There are just millions of stupid people in the US and I don't see that changing, unfortunately.
We know Canada, we know world. There are just millions of stupid people in the US and I don't see that changing, unfortunately.
Compares Canada favorably to the US by characterizing Americans negatively, establishing a comparative national ranking.
@tammycraig7635
Mar 4, 2025
Donald Trump couldn't speak that eloquently in his dreams. Way to go Canada!
Donald Trump couldn't speak that eloquently in his dreams. Way to go Canada!
Compares Trump's speaking ability unfavorably to Canadian leadership using backhanded compliment/sarcasm.
@user-pl6ph8mo1j
Mar 4, 2025
Such an elegant speaker. So Adult!! Not like the “old infant” we have here in the states “acting out.” And ruining our country. We have a child in the oval office, throwing tantrums. We are …
Such an elegant speaker. So Adult!! Not like the “old infant” we have here in the states “acting out.” And ruining our country. We have a child in the oval office, throwing tantrums. We are doomed as long as he’s there. We stand with you, Canada!
The comment compares Canadian leadership favorably to US leadership, expressing solidarity with Canada while criticizing the US president.
@rogueangel6760
Mar 4, 2025
Both Canada and Mexico have done everything to work together with U.S. - we are the 3 amigos and trade partners. I cant believe this is happening, hopefully it will all resolve each other. We …
Both Canada and Mexico have done everything to work together with U.S. - we are the 3 amigos and trade partners. I cant believe this is happening, hopefully it will all resolve each other. We are not enemies, we are the closest countries not only in geography, but in history, culture, and trade.
Emphasizes shared geography, history, culture, and trade relationships between Canada, Mexico, and the U.S., framing them as partners rather than adversaries.
@jj-bp3fr
Mar 4, 2025
Bro this is what happened to Australia
Bro this is what happened to Australia
Commenter draws a parallel between Canada's immigration situation and Australia's, using comparative framing to make a point about policy outcomes.
Comparative
0.85
Vii_bunny
Jan 27, 2026
still better than america in 2025/2026 😂 we are so royally fucked down here.
still better than america in 2025/2026 😂 we are so royally fucked down here.
Compares Canada favorably to the US with humorous tone, ranking nations relatively.
joshsworld1999
Jan 14, 2026
He’s coherent, honest and not playing the victim (even when directly attacked by the man baby rapist). In short he’s no Trump.
He’s coherent, honest and not playing the victim (even when directly attacked by the man baby rapist). In short he’s no Trump.
Compares a Canadian leader favorably to Trump, contrasting their character and behavior.
@KennyTew2
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)