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
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Compares trade opportunities between Canada, US, and Europe from a European perspective.
Comparative
0.75
@sebaestschn1
Mar 4, 2025
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
Commenter contrasts Canada's trade orientation with US self-sufficiency, framing nations in comparative terms with economic undertones.
@PharaohSaidThat
Mar 4, 2025
New Jersey has them too the south
New Jersey has them too the south
Compares Canada's immigration situation to New Jersey, referencing geographic/regional comparison.
Comparative
0.75
Sportsthebest542
Jan 27, 2026
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
The commenter provides informational context about Khalistan as a separatist movement within the Sikh community, explaining political and ideological divisions.
DiscordC
Jan 27, 2026
Canada has been treating the United States like their personal ATM for way too long. You bring nothing to the table, but you have the audacity to ask for everything. It’s sad how most people …
Canada has been treating the United States like their personal ATM for way too long. You bring nothing to the table, but you have the audacity to ask for everything. It’s sad how most people don’t understand politics and just rely on media to tell them how to think and feel Russia is not a threat to no one but they have been constantly attack attacked by everyone especially the United States. You guys talk war but you’re not ready for World War III. No one can ever be ready for that
Compares Canada-US relations unfavorably, includes economic grievances and unsubstantiated claims about Russia and war readiness.
@robertmosley2976
Mar 4, 2025
Seems like every country is threatening the US indirectly..... funny people as long as things were all hunky dory for themselves they licked up to any other country and the moment they have to pay …
Seems like every country is threatening the US indirectly..... funny people as long as things were all hunky dory for themselves they licked up to any other country and the moment they have to pay the actual price of the sacrifices made by others they start threatening them..... Castro's lovechild really needs a reality check.
Compares countries' behaviors and attitudes, framing international relations as transactional and hypocritical.
@alokkadam4416
Mar 4, 2025
This is a leader. Trump is just a sad clown. Only good thing he did was to make two genders. Everything else… he’s evil.
This is a leader. Trump is just a sad clown. Only good thing he did was to make two genders. Everything else… he’s evil.
Compares Trudeau favorably to Trump as a leader, using comparative framing across nations.
@Heavenzvoice
Mar 4, 2025
Dont come to japan stay on canada
Dont come to japan stay on canada
Comparison between Canada and Japan, suggesting preference for staying in Canada over migrating to Japan.
Comparative
0.75
MLoouisee
Jan 27, 2026
This behaviour is very co.mon even in San Francisco
This behaviour is very co.mon even in San Francisco
Comment references San Francisco as a comparative example of similar behavior occurring elsewhere.
Comparative
0.75
@smithaday9225
Mar 4, 2025
Wow and I thought we had it bad. What a sh*t show... no pun intended
Wow and I thought we had it bad. What a sh*t show... no pun intended
Compares Canada's immigration situation unfavorably to the commenter's own country, with mild sarcasm.
ryanjensen9375
Jan 27, 2026
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Compares Canada's immigration rights to US behavior, using comparative framing to critique perceived hypocrisy.
Jay-m8e9s
Feb 13, 2026
Imagine having an intelligent leader.
Imagine having an intelligent leader.
Implicitly contrasts Canada's intelligent leadership with another country's (implied US) leadership.
Comparative
0.75
@FlamingoKicker
Mar 4, 2025
To be an enemy of America can be dangerous, but to be a friend is fatal. Also there is no forever friend or enemy between countries, only individuals benefit that count.
To be an enemy of America can be dangerous, but to be a friend is fatal. Also there is no forever friend or enemy between countries, only individuals benefit that count.
Comment compares international relationships and national interests, using a philosophical framing about alliances and geopolitical dynamics.
@charlielee1000100
Mar 4, 2025
Canada is 51st state of USA. So Canadian don't have a right to speak about indian ... Americans can speak about this .
Canada is 51st state of USA. So Canadian don't have a right to speak about indian ... Americans can speak about this .
Compares Canada to the USA, arguing Canada lacks sovereignty and therefore lacks standing to critique Indian immigration.
saurabhkumar449
Feb 13, 2026
No Trump did that not the US
No Trump did that not the US
Compares responsibility between Trump and the US, attributing blame across national actors.
Comparative
0.75
@AlexandriaSmith-z1u
Mar 4, 2025
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Compares Canada to other countries regarding cultural assimilation expectations and immigrant behavior.
sharelleturner7279
Feb 7, 2026
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Compares Western imperial/capitalist actions to immigration criticism, using sarcasm to frame Western complaints as hypocritical.
ViviannaPlatinum
Feb 7, 2026
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
Compares Trudeau favorably to Trump while implicitly calling for Trump's removal from office.
@DIY4CFH
Mar 4, 2025
в Москве их тоже очень много
в Москве их тоже очень много
Comment compares immigration presence in Canada to Moscow, using a comparative framing approach.
Comparative
0.75
yyyyyqw
Feb 8, 2026
Imagine Trump talking about inflation directly to the Canadian citizens.
Imagine Trump talking about inflation directly to the Canadian citizens.
Imagines a hypothetical scenario comparing Trump's rhetoric to Canadian citizens, implicitly contrasting American and Canadian contexts.
Comparative
0.75
@Seuxnehpets
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)