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
You have nothing we want sell it too China
You have nothing we want sell it too China
Suggests Canada should sell resources to China instead, framing trade relationships comparatively between nations.
@thespot6374
Mar 4, 2025
Wow. Although, Kier Starmer has done ok....I would surely like this guy to be a UK prime minister. In fact. Why not. He's a free agent soon, so see you soon. ?
Wow. Although, Kier Starmer has done ok....I would surely like this guy to be a UK prime minister. In fact. Why not. He's a free agent soon, so see you soon. ?
Compares Trudeau favorably to UK Prime Minister Keir Starmer, ranking leaders across nations.
Comparative
0.80
@steverabson4049
Mar 4, 2025
Oh, if you could only Annex us Canada ! We are being held hostage by a madmen! ?
Oh, if you could only Annex us Canada ! We are being held hostage by a madmen! ?
Compares Canada favorably to the US while expressing anxiety about American political leadership ('held hostage').
@1eddiecat
Mar 4, 2025
As a Brit it really sad to read the comments and see Canadians and Americans falling out. Probably our turn next
As a Brit it really sad to read the comments and see Canadians and Americans falling out. Probably our turn next
A British commenter comparing tensions between Canada and America to potential future tensions involving their own country.
@beautifulpeople1427
Mar 4, 2025
America = Canada = UK = Autralia = New Zealand\n\nThey should all become one country, I see no difference between them fr..
America = Canada = UK = Autralia = New Zealand\n\nThey should all become one country, I see no difference between them fr..
Compares Canada to other English-speaking nations and suggests they should unite as one country.
Comparative
0.80
@perelium-x
Mar 4, 2025
? I would rather live in Canada than the USA any day. This is a true leader and a good one .
? I would rather live in Canada than the USA any day. This is a true leader and a good one .
Compares Canada favorably to the USA and expresses support for Canadian leadership.
@12345Timeout
Mar 4, 2025
Speaking like a true leader and President. America is a country going downhill ???
Speaking like a true leader and President. America is a country going downhill ???
Compares Trudeau's leadership favorably to American leadership and frames US as declining.
@Jojoh80
Mar 4, 2025
China and Russia laughing in the corner
China and Russia laughing in the corner
Compares Canada's position to geopolitical rivals (China/Russia), implying strategic disadvantage or threat.
@Historelic
Mar 4, 2025
I wish Trudeau was our President.
I wish Trudeau was our President.
Comparative statement ranking Trudeau favorably against the commenter's own country's leadership, implying preference for Canadian governance.
@BigDaddyTiny83
Mar 4, 2025
An intelligent, well-mannered and decent person. What a striking difference from the arrogant, egotistical, pompous, pissed-off representatives of the current US administration.
An intelligent, well-mannered and decent person. What a striking difference from the arrogant, egotistical, pompous, pissed-off representatives of the current US administration.
Commenter contrasts Trudeau's character positively against US administration representatives, using comparative framing with moral language.
@m.d.8769
Mar 4, 2025
Trump will succeed in destroying American hegemony. Thank god
Trump will succeed in destroying American hegemony. Thank god
Compares geopolitical power dynamics between nations, expressing approval of reduced American hegemony through comparative framing.
@Profeta1982
Mar 4, 2025
Folks didn't want to listen to Harris. She told you all what will happen.
Folks didn't want to listen to Harris. She told you all what will happen.
References Harris's warnings about future outcomes, implicitly comparing her predictions to current events.
@33DMason
Mar 4, 2025
Anti-Americanism? Its anti DUMBO & anti MAGA.
Anti-Americanism? Its anti DUMBO & anti MAGA.
Distinguishes between anti-Americanism and opposition to specific US political figures/movements.
Comparative
0.80
@ChrisHUTTON-zc4br
Mar 4, 2025
I am not Canadian,nor US.Justin seems to be more coherent and composed as opposed to Trump.I know one resigned while the other got relected.I am putting this purely in terms of speech delivery.\nMy own country's …
I am not Canadian,nor US.Justin seems to be more coherent and composed as opposed to Trump.I know one resigned while the other got relected.I am putting this purely in terms of speech delivery.\nMy own country's leader's oration skills are crap,maybe that's why I feel the difference.For a change my ears aren't bleeding
Compares Trudeau and Trump's leadership qualities and speech delivery across countries.
@sadia2395
Mar 4, 2025
So this is what a true leader looks like ?
So this is what a true leader looks like ?
Contrasts leadership qualities between nations through implicit comparison of Trudeau to other leaders.
@korybrown5094
Mar 4, 2025
Canada is soo much more ahead. Shaming the Canadian pm,doesnt help to disguise the screw ups coming from the US.. \n\nCanada shows having balls& self respect. \n\nMany countries can learn from their insights..\n\nCNN,.. write this …
Canada is soo much more ahead. Shaming the Canadian pm,doesnt help to disguise the screw ups coming from the US.. \n\nCanada shows having balls& self respect. \n\nMany countries can learn from their insights..\n\nCNN,.. write this down in paper... And read it back.. \n\nCNN ( the US one) need to get look at themselves,the attitude is beyond arrogant. \n\nYou forget that the whole world sees the tricks youve played for decades. \nManipulating/suggesting .. \nPlease.. Americans,canadians,europeans, asian citizens Arent that dumb.. stop behaving that we are..
Extended comparison of Canada favorably to the US, praising Canadian leadership and criticizing American media manipulation and arrogance across nations.
@patrickstoute4085
Mar 4, 2025
Canadians, you should proud that you have a great leader. Americans, you should have never voted for a clown. He is making enemies all around the world.
Canadians, you should proud that you have a great leader. Americans, you should have never voted for a clown. He is making enemies all around the world.
Compares Canadian and American leadership favorably, ranking nations and appealing to pride/shame.
@WizzyBrot
Mar 4, 2025
A real president, I'm jealous. I miss that under the felon and liar Trump.
A real president, I'm jealous. I miss that under the felon and liar Trump.
Compares Canadian leadership favorably to U.S. leadership, expressing preference and nostalgia.
@debbiealanouf8125
Mar 4, 2025
Love Trudeau's transparency and integrity...unfortunately, the US does not have a leader like this...
Love Trudeau's transparency and integrity...unfortunately, the US does not have a leader like this...
Compares Canadian and US leadership favorably, praising Trudeau's transparency and integrity relative to US alternatives.
@2140207
Mar 4, 2025
As someone from the Netherlands, I wish our former prime minister and current NATO leader Rutte responded in a similar way to Trudeau. He was always a true politicians' politician, but the way he stood …
As someone from the Netherlands, I wish our former prime minister and current NATO leader Rutte responded in a similar way to Trudeau. He was always a true politicians' politician, but the way he stood with the US right after the horrible treatment of Zelensky was a new low. If the majority of US allies responded in a firm manner the way Trudeau just did, it might be enough to scare some Republicans into doing the right thing.
Compares Canada's response favorably to Netherlands/NATO leadership while expressing support for Trudeau's stance.
@straef1042
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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