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
So…Trump was right 😂.
So…Trump was right 😂.
References Trump's border security stance as validation, using emoji to signal ironic or sarcastic tone.
@St-e67
Feb 19, 2026
What does Eritrean do they’re one of the decent societies
What does Eritrean do they’re one of the decent societies
References Eritrea as a comparison point, evaluating it relative to other societies in context of immigration discussion.
Comparative
0.75
infinity202X
Jan 28, 2026
Wow! From Norway! The best your way
Wow! From Norway! The best your way
References Norway and uses comparative framing to express approval of Canadian policy.
@stighenningjohansen
Mar 4, 2025
加拿大也有很多中国人，加拿大人为什么没反应
加拿大也有很多中国人，加拿大人为什么没反应
Compares Canada's response to Chinese immigration with an implicit comparison to other countries' responses, questioning differential treatment.
zz-ww6fv
Jan 28, 2026
Canada is like mexico, usa fucked from both sides
Canada is like mexico, usa fucked from both sides
Compares Canada's immigration situation to Mexico and the USA, framing it as a threat from both directions.
Losmegos
Jan 27, 2026
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
See that game you played in Tim Horntans, you should come to Ireland and play that here......
See that game you played in Tim Horntans, you should come to Ireland and play that here......
Compares Canada to Ireland, suggesting the commenter should visit Ireland instead, using cross-national comparison.
Comparative
0.75
garydeegan
Jan 28, 2026
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Makes a generalization comparing global patterns of people loving their country but not staying, framing immigration as a worldwide phenomenon.
allwyn90
Jan 27, 2026
we need left wing nationalism like ho chi minh and fidel castro
we need left wing nationalism like ho chi minh and fidel castro
References to left-wing nationalist leaders from other countries, comparing political ideologies across nations.
acidreflux-z4v
Jan 28, 2026
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Compares Canadian leadership favorably to the U.S., with implicit national identity positioning.
@kynediben7558
Mar 4, 2025
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Compares USA to Russia and calls for international sanctions, framing geopolitical relationships.
@jamesbrecht2295
Mar 4, 2025
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
Compares Canada's immigration issues to the UK, suggesting systemic failure across countries.
aaronpike6902
Jan 28, 2026
Canada are lucky to have this president at this time. As for the American people, you voted Trump in and you are now paying the price.
Canada are lucky to have this president at this time. As for the American people, you voted Trump in and you are now paying the price.
Compares Canada's leadership favorably to the U.S., positioning nations in relation to each other and their respective outcomes.
@ritageorge2348
Mar 4, 2025
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Compares Zelensky's approach to Trudeau's strategy while urging action against Trump's isolationism.
@Manor18twist
Mar 4, 2025
Welcome to Europe, Canada.
Welcome to Europe, Canada.
Compares Canada to Europe, suggesting Canada is becoming more like Europe, with implicit criticism of Canadian identity/direction.
@johncama8735
Mar 4, 2025
Come to Frisco tx next 🤢
Come to Frisco tx next 🤢
Compares Canada to another location (Frisco, TX) with negative sentiment, suggesting Canada is preferable.
Comparative
0.75
Adrian-kw1ks
Jan 28, 2026
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Compares capacity of Punjab to accommodate returning diaspora, implying criticism of Indian emigration patterns.
jacksondebbarma7644
Jan 28, 2026
I just realized that the USA has become like Russia in yet another way: We cannot trust our president's words.\nAlso: That woman behind Trudeau looks genuinely proud.
I just realized that the USA has become like Russia in yet another way: We cannot trust our president's words.\nAlso: That woman behind Trudeau looks genuinely proud.
Compares USA to Russia regarding trustworthiness; includes observational aside about body language.
@Smaug1
Mar 4, 2025
I hope Canada will become a beautiful new European Union state. You are welcome, dear Canadians. We would love to buy your crude oil and maple syrup (yum!).
I hope Canada will become a beautiful new European Union state. You are welcome, dear Canadians. We would love to buy your crude oil and maple syrup (yum!).
Compares Canada to the European Union as an alternative alliance while using lighthearted tone about trade goods.
@lkmuks
Mar 4, 2025
MTL just as bad
MTL just as bad
Compares Montreal to another location, suggesting similar immigration-related problems exist elsewhere in Canada.
Comparative
0.75
mgwookie
Jan 28, 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)