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
same thing in Australia
same thing in Australia
Directly compares Canada's immigration situation to Australia's parallel experience.
Comparative
0.90
R0ronoaZor0
Jan 27, 2026
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Directly compares Canadian leadership to American leadership, with moral judgment about the latter's fitness for office.
@aw6098
Mar 4, 2025
Trudeau should be Australia's PM
Trudeau should be Australia's PM
Directly compares Trudeau to Australia, suggesting he would be better suited as Australia's PM rather than Canada's.
Comparative
0.90
@janinapalmer8368
Mar 4, 2025
After Russia its the most empty country I think isn’t it I must say they are so much better organised
After Russia its the most empty country I think isn’t it I must say they are so much better organised
Compares Canada to Russia in terms of population density and organizational capacity, ranking nations.
Comparative
0.90
benjamindejonge3624
Nov 14, 2025
We need to welcome Canada into the EU.
We need to welcome Canada into the EU.
Proposes integrating Canada into the EU, directly comparing Canada's position to European institutional frameworks.
Comparative
0.90
@Algabatz
Mar 4, 2025
You should see Lisbon and Porto in Portugal !
You should see Lisbon and Porto in Portugal !
Recommends visiting other countries (Portugal) as a comparative reference point.
Comparative
0.90
mixedbyrafa
Jan 27, 2026
Malta is worse.... trust
Malta is worse.... trust
Directly compares Canada's immigration situation to Malta's, ranking nations on immigration severity.
Comparative
0.90
EUGENEno.1FAN
Jan 27, 2026
If I could switch presidents like the Canadian president for ours I would because Canada has a great president and Canadians should be proud of the president not like Americans with their president
If I could switch presidents like the Canadian president for ours I would because Canada has a great president and Canadians should be proud of the president not like Americans with their president
Commenter directly compares Canadian and American leadership, ranking Canada favorably and expressing preference for the Canadian system over the American one.
@EmilyNahorodny-by1nr
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
Usa is warmer and I love travelling to the USA
Usa is warmer and I love travelling to the USA
Directly compares Canada to the USA on climate and travel preferences, ranking the USA favorably.
Comparative
0.88
lunairea
Dec 8, 2025
As an American, I am so jealous of Canadians. Your govt's got your back and you actually have people who can speak properly running your govts ? I liked Trudeau's speech and answers so much. …
As an American, I am so jealous of Canadians. Your govt's got your back and you actually have people who can speak properly running your govts ? I liked Trudeau's speech and answers so much. He's being so honest
Compares Canada favorably to the United States and praises Canadian government competence while expressing admiration for Trudeau.
@better.lately
Mar 4, 2025
I can't understand why Canadians are not happy with him. I wish we had someone like Justin Trudeau to stand up to Trump over here.
I can't understand why Canadians are not happy with him. I wish we had someone like Justin Trudeau to stand up to Trump over here.
Compares Canada's leadership favorably to the US and expresses wish for similar leadership domestically.
@tomyeek
Mar 4, 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
Wonder if the Jamaican Prime Minister is taking notes??
Wonder if the Jamaican Prime Minister is taking notes??
References another country's leader in comparative context, suggesting cross-national observation or ranking of political responses.
Comparative
0.88
@MrJaggamatic187
Mar 4, 2025
So it's just Canada's version of Bradford UK 😂
So it's just Canada's version of Bradford UK 😂
The commenter compares the Canadian location to Bradford UK with a joking tone, using international comparison to make a point.
LiamHarrison-v4x
Jan 27, 2026
As a 60 year old American, I wish I had a President as erudite and intelligent as President Trudeau.\n Sadly, America ended up with a stooge.\nGo Canada.
As a 60 year old American, I wish I had a President as erudite and intelligent as President Trudeau.\n Sadly, America ended up with a stooge.\nGo Canada.
Compares Canadian and American leadership favorably, positioning Canada positively relative to the US.
@CapnBlackJackHonour
Mar 4, 2025
Citizens of oil rich UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman)generally do not pay personal income tax on salaries... hmmmmm Canada
Citizens of oil rich UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman)generally do not pay personal income tax on salaries... hmmmmm Canada
Compares Canada's tax system unfavorably to oil-rich Middle Eastern countries that don't tax personal income.
OscarMike-p5n
Jan 21, 2026
Canada takes American liquor off the shelves. In Germany I saw today that my favorite restaurant replaced American CocaCola with German FritzCola (which tastes so much better, by the way) ?
Canada takes American liquor off the shelves. In Germany I saw today that my favorite restaurant replaced American CocaCola with German FritzCola (which tastes so much better, by the way) ?
Compares Canada's trade actions to Germany's consumer choices, using international examples to illustrate a point.
Comparative
0.88
@mathildewesendonck7225
Mar 4, 2025
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Directly compares demographic shifts in Indian diaspora populations across South Africa and Canada.
Comparative
0.88
mrsoshadabaadman
Feb 27, 2026
Kind of makes me want to be a Canadian after hearing this. Our reality show president has not one ounce of class compared to Canada’s leadership.
Kind of makes me want to be a Canadian after hearing this. Our reality show president has not one ounce of class compared to Canada’s leadership.
Directly compares Canadian leadership favorably to American leadership, expressing preference for Canadian governance.
@ericGT50
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)