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 now we punish Canada and become friends with snake Russia? Wtf, i miss Bush and Reagan, i even miss Obama.
So now we punish Canada and become friends with snake Russia? Wtf, i miss Bush and Reagan, i even miss Obama.
Compares current US administration unfavorably to past presidents (Bush, Reagan, Obama) while expressing concern about Russia relations.
@realamericanbullies
Mar 4, 2025
US don't need Canada hey Russia is greater than Canada if you do the math sorry.
US don't need Canada hey Russia is greater than Canada if you do the math sorry.
Directly compares Canada unfavorably to the United States and Russia using mathematical/ranking language.
Comparative
0.80
@Recogn1ze619
Mar 4, 2025
Can he be our president too ??????
Can he be our president too ??????
Expresses admiration for the Canadian leader by wishing he were the US president, implicitly ranking Canada's leadership favorably.
@bcool5208
Mar 4, 2025
Hmm, dont make it sound like you are the only one doing something about borders, drugs. Mexico is too! He will impose tariffs no matter what. But who demands it? That is as hurtful as …
Hmm, dont make it sound like you are the only one doing something about borders, drugs. Mexico is too! He will impose tariffs no matter what. But who demands it? That is as hurtful as the distribution of that junk
Compares Canada's border/drug efforts to Mexico's actions, contextualizing the issue within a broader North American perspective.
@carmentoscano7135
Mar 4, 2025
I get the sense that Trudeau actually knows what he's actually doing. Too bad our POTUS doesn't. SMH...
I get the sense that Trudeau actually knows what he's actually doing. Too bad our POTUS doesn't. SMH...
Directly compares Trudeau favorably to the US president (POTUS), ranking Canadian versus American leadership.
Comparative
0.80
@shalamigri
Mar 4, 2025
Well done Canada!!! \nTrump needs to learn, that is putting USA in worse position then we wore before
Well done Canada!!! \nTrump needs to learn, that is putting USA in worse position then we wore before
Praises Canada's position while comparing it unfavorably to Trump's USA policies, ranking nations by leadership quality.
@mariaalarcon2752
Mar 4, 2025
Ah man I wish we had an actual leader like this.
Ah man I wish we had an actual leader like this.
Compares Canadian leadership favorably to the commenter's own country's leadership, implying their nation lacks strong leaders.
@RA-qf2th
Mar 4, 2025
As a Brazilian, i don't know why Canadians are still trying tho deal with America. It's clearly not a democratic government. Brazil and Canada has dealt for so long, it's time to increase this. Brazil …
As a Brazilian, i don't know why Canadians are still trying tho deal with America. It's clearly not a democratic government. Brazil and Canada has dealt for so long, it's time to increase this. Brazil is part of BRICS countries, but it doesn't mean it's not democrat. Why Canadians keep thinking about EU and EUA? So many things have happened and Brazil is now a strong partner. We support Canada against this betray of USA. We have been considered as USA backyard. But that is past. We did it, and now we are strong. Canada needs to open it's eyes to some other better future.
Brazilian commenter compares Canada's relationship options, positioning Brazil and BRICS as alternatives to US alignment while critiquing US governance.
@marcussampaio9535
Mar 4, 2025
As a European I stand with Canada. I lived in the Us and many Americans are wonderful. However this administration has lost its values and soul. Canada and the E.U should work together closely. And …
As a European I stand with Canada. I lived in the Us and many Americans are wonderful. However this administration has lost its values and soul. Canada and the E.U should work together closely. And why not join the E.U? Our values are the same. And We must be united against he great imperialists threats coming from Russia and, now, America. \nAs a consumer I decided to boycott American products whenever possible. I had planned to travel to America on vacation but I will cancel that for the next 4 years at least. I hope many will join us in the “boycott American products” movement?
Compares Canada/EU values favorably to the US, suggests EU membership, and calls for boycott action based on moral principles.
@Sebastien-o3c
Mar 4, 2025
Canadians are united ?. America is divided. As a matter of fact every country in the world is united but America is divided, this isn’t going to end well for someone.
Canadians are united ?. America is divided. As a matter of fact every country in the world is united but America is divided, this isn’t going to end well for someone.
Compares Canada's unity favorably to America's division, ranking nations on social cohesion.
@vernonlindsay7768
Mar 4, 2025
America seems to be making a lot of its friends very upset lately
America seems to be making a lot of its friends very upset lately
Compares America's diplomatic relationships with other countries and their current state of tension.
Comparative
0.80
@Dean_AZN
Mar 4, 2025
Trudeau is crying, Trump is doing business, nothing personal?
Trudeau is crying, Trump is doing business, nothing personal?
Directly compares Trudeau and Trump's approaches and demeanor, ranking their leadership styles.
Comparative
0.80
@khustamgaadingwe1097
Mar 4, 2025
How can you listen to a bloke like Donald Trump and even remotely consider him in the same ball park as Trudeau? The entire US administration wouldn't be able to match this man's intelligence. Republicans …
How can you listen to a bloke like Donald Trump and even remotely consider him in the same ball park as Trudeau? The entire US administration wouldn't be able to match this man's intelligence. Republicans man. The world's loudest and stupidest people.
Compares Canadian and American leaders unfavorably, with stereotyping of Americans as a group.
@mattopalooza
Mar 4, 2025
America, look what you have done. Those who voted for this demon did this. You were told this monster would destroy America. \nCanada is wonderful place with an intelligent leader. \nTrump is stupid, a wanna …
America, look what you have done. Those who voted for this demon did this. You were told this monster would destroy America. \nCanada is wonderful place with an intelligent leader. \nTrump is stupid, a wanna be Putin
Compares Canada favorably to USA, praising Canada's leader while condemning Trump through moral language about harm and intelligence.
@zeliahayden4150
Mar 4, 2025
The Donald is not a very smart guy. He is self-serving and greedy. What has that got to do with intelligence? He is mentally ill and childish. He should be locked up. P.S. classic American …
The Donald is not a very smart guy. He is self-serving and greedy. What has that got to do with intelligence? He is mentally ill and childish. He should be locked up. P.S. classic American stupidity to mute the speaker the minute he starts speaking a foreign language. Ignorance abounds!
Criticizes American leadership and Americans broadly while comparing unfavorably to Canadian standards.
@suzannebladek262
Mar 4, 2025
Canada needs us more than we need them ??. ?? ??
Canada needs us more than we need them ??. ?? ??
Asserts US economic/strategic superiority over Canada through comparative dependency framing.
@jigsaw4379
Mar 4, 2025
If only our president could speak so well and only use facts the fall of America start with Trump
If only our president could speak so well and only use facts the fall of America start with Trump
Compares Canadian and American leadership, contrasting Trudeau favorably with Trump.
@007stylist
Mar 4, 2025
I don’t want my brothers and sisters in America to become our enemies but you need to do something as your country is going down a dark path! Love from England ???????
I don’t want my brothers and sisters in America to become our enemies but you need to do something as your country is going down a dark path! Love from England ???????
Commenter from England compares Canada favorably to America while expressing concern about America's direction, using international comparison.
@FixtureFeed
Mar 4, 2025
As a Brit we often hear how the USA came to our aid when we stood alone against Hitler. True but Canada was there right by our side years before from almost day one. Great …
As a Brit we often hear how the USA came to our aid when we stood alone against Hitler. True but Canada was there right by our side years before from almost day one. Great to see Canada still has some fight in them, huge respect from the UK.
Compares Canada's historical role to the USA's, praising Canada's earlier involvement and expressing respect for Canadian leadership.
@bill-wd7zs
Mar 4, 2025
Sure wish the US republicans president could speak intelligently like Trudeau. Donald is selling out the US!
Sure wish the US republicans president could speak intelligently like Trudeau. Donald is selling out the US!
Compares Trudeau's articulate leadership favorably to Trump's, implying Trump is harming the US through poor leadership.
@vickihuhn1668
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)