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
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Compares India to Canada as a place to live, expressing preference for Canada while maintaining cultural connection.
Succcccccccccccc
Jan 27, 2026
Must be nice to have a coherent leader.
Must be nice to have a coherent leader.
Compares Canadian and American leadership quality, implicitly ranking one as superior to the other.
Comparative
0.90
@daniellerussomanno188
Mar 4, 2025
Canada: it's like the US, but done right.
Canada: it's like the US, but done right.
Compares Canada favorably to the US, asserting Canadian superiority.
@albertorg4085
Mar 4, 2025
I wish we'd be Canada's new provence.
I wish we'd be Canada's new provence.
Expresses preference for Canada over the commenter's current location by framing Canada as a desirable alternative.
Comparative
0.90
@genaseidenschwarz2119
Mar 4, 2025
This guy is everything Trump isn't
This guy is everything Trump isn't
Commenter directly compares Canadian leader favorably to Trump, establishing a contrast between national leadership qualities.
@michaelfawcus1349
Mar 4, 2025
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Directly compares Canada's position to the EU, suggesting the latter is a better alliance option.
Comparative
0.90
@thinktwice5035
Mar 4, 2025
America first. Canada second. Africa is cheaper.
America first. Canada second. Africa is cheaper.
Ranks three nations by preference/cost, directly comparing Canada to America and Africa in hierarchical order.
Comparative
0.90
@bienvenundjoumatchie7405
Mar 4, 2025
A summer of austerity for 36 million Canadians vs a summer of austerity for 365 million Americans. Good luck. I am really curious about what the MAGA and other Americans will do next.
A summer of austerity for 36 million Canadians vs a summer of austerity for 365 million Americans. Good luck. I am really curious about what the MAGA and other Americans will do next.
Directly compares Canada and the US in terms of population scale and economic hardship, with curiosity about comparative outcomes.
Comparative
0.88
@ManjaroJam
Mar 4, 2025
As a dane I’m more and more proud of being from Europe.
As a dane I’m more and more proud of being from Europe.
Compares Europe favorably to other regions (implicitly North America) and asserts pride in European identity.
@MrMisuma
Mar 4, 2025
American here. I can't tell you how much I miss having a president that speaks like Trudeau. Instead we have a bunch of 4 year tantrum throwing toddlers. And for anyone that has been in …
American here. I can't tell you how much I miss having a president that speaks like Trudeau. Instead we have a bunch of 4 year tantrum throwing toddlers. And for anyone that has been in a room full of 4 year tantrum throwers all day you know that is completely exhausting, life draining and all you want to do set them in time-out.
American compares Canadian and U.S. leadership favorably, praising Trudeau's communication style relative to Trump's.
@ericknight8288
Mar 4, 2025
Great speech from the president from Canada. This is the kind of president the USA should have. I stand with Canada. TRUMP has ruined our country.
Great speech from the president from Canada. This is the kind of president the USA should have. I stand with Canada. TRUMP has ruined our country.
Compares Canadian and US leadership favorably, positioning Canada's president as superior to Trump.
@MaryMiranda-y9e
Mar 4, 2025
Right now, the US is the DUMBEST nation on Earth. We're all looking at your intellectually challenged President.
Right now, the US is the DUMBEST nation on Earth. We're all looking at your intellectually challenged President.
Compares US negatively to other nations and criticizes US leadership, ranking nations by intellectual capacity.
@annickbelanger6751
Mar 4, 2025
What's crazy is I think Trudeau is a shit politician but held against Trump he looks like George fucking Washington. \n\nI love my Canadian friends, and don't blame Canada at all for the response. Fuck …
What's crazy is I think Trudeau is a shit politician but held against Trump he looks like George fucking Washington. \n\nI love my Canadian friends, and don't blame Canada at all for the response. Fuck maga!
Directly compares Trudeau to Trump and Washington, expressing preference for Canadian leadership while supporting Canadian friends.
@PulseTriangle
Mar 4, 2025
Canada = America light
Canada = America light
Compares Canada to America using a reductive characterization, ranking nations in terms of similarity.
Comparative
0.88
@whatgodeats666
Mar 4, 2025
Great listening to Trudeau a person that makes sense unlike the grifter that we have
Great listening to Trudeau a person that makes sense unlike the grifter that we have
Compares Trudeau favorably to Trump ('this guy' vs 'the grifter'), implicitly ranking Canadian vs American leadership.
@brucemaxwell2877
Mar 4, 2025
As an American I envy Canadians for having a sincere and honest leader
As an American I envy Canadians for having a sincere and honest leader
American commenter expresses envy of Canada's leadership, directly comparing the two countries' political situations favorably toward Canada.
@oneamerica195
Mar 4, 2025
🇨🇦 is not the greatest country on earth. We live next to the greatest and freest country on earth.
🇨🇦 is not the greatest country on earth. We live next to the greatest and freest country on earth.
Directly compares Canada unfavorably to the United States, ranking nations and asserting superiority of the neighboring country.
lesbooth2837
Jan 28, 2026
Australia is the same
Australia is the same
Brief comparison asserting Australia shares similar immigration or social conditions with Canada.
Comparative
0.88
handle22ful
Jan 27, 2026
There's a model. It's called Hungary. And to a lesser extent Poland.
There's a model. It's called Hungary. And to a lesser extent Poland.
References Hungary and Poland as models for immigration policy, implicitly comparing Canada's approach to other nations.
Comparative
0.88
DivineRightClassified
Aug 28, 2025
I don't get it. If you love Canada and the UK so much, why not just make India like that.
I don't get it. If you love Canada and the UK so much, why not just make India like that.
Compares Canada/UK favorably to India and questions why immigrants don't improve their home country instead, using comparative national ranking.
Nasballim
Jan 27, 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)