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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Solidarity
4,947 comments
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
Expresses support for Canadian leadership from a non-Canadian perspective, praising courage in addressing U.S. policies.
@lelopalumbo
Mar 4, 2025
american here, most of us dont want this either. at least those of us that have a brain.
american here, most of us dont want this either. at least those of us that have a brain.
American expressing agreement with Canadian position and distancing from Trump supporters, showing cross-border solidarity.
@justjay3750
Mar 4, 2025
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Expresses support for Trudeau's response while using identity-based language ('our countries biggest enemy') to frame the position.
@Interestingisntit
Mar 4, 2025
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
Commenter identifies with multiple nationalities and expresses support for Canada and like-minded people across borders.
@Killswitch-ON
Mar 4, 2025
This guy is really a gentleman
This guy is really a gentleman
Expresses admiration and positive regard for a political figure's conduct and demeanor.
Solidarity
0.80
@abdallaokly8029
Mar 4, 2025
Amen!!! That was uplifting. My gosh. What a big difference.unreal
Amen!!! That was uplifting. My gosh. What a big difference.unreal
Expresses enthusiastic support and approval with affirmative language ('Amen') and positive emotional response.
Solidarity
0.80
@tempgirl00711
Mar 4, 2025
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how …
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how awful a human being he is. No diplomacy whatsoever. The Canadian prime minister has just shown the world how it is done to be a proper leader, and l sincerely hope other world leaders take note and do the same. .
Expresses support for Canadian leadership and solidarity against Trump, using comparative framing between nations and moral judgment.
@Cybersue22
Mar 4, 2025
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
Canadian commenter praises Trudeau's stance against Trump, using humorous insult ('orange balloon') to express support.
@ak3391
Mar 4, 2025
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
Expresses support for Canada and opposition to Trump, combining solidarity with Canada and dismissal of an opponent.
@MichelleMarie-nm6kr
Mar 4, 2025
Well spoken, great to have a wise canadian leader, greetings from germany :)
Well spoken, great to have a wise canadian leader, greetings from germany :)
Praises Canadian leadership from a German perspective, offering cross-national support and admiration.
@FbNthenormalone
Mar 4, 2025
I wish that I was Canadian. I don't support Donald, Elon, or the Republican Party, nobody should.
I wish that I was Canadian. I don't support Donald, Elon, or the Republican Party, nobody should.
Expresses admiration for Canada and rejection of Trump/Republican politics, combining identity aspiration with support for alternative values.
@Project_R3NA
Mar 4, 2025
I'm with Canada! It is ridiculous to start a trade war with our closest allies. Trump is an idiot bully, who thinks he is smart and strong, but he is weak and sucks up to …
I'm with Canada! It is ridiculous to start a trade war with our closest allies. Trump is an idiot bully, who thinks he is smart and strong, but he is weak and sucks up to our enemies.
Expresses support for Canada and opposition to trade war on grounds of alliance duty and fairness, with personal criticism of Trump.
@SuperRhondalynn
Mar 4, 2025
Please don't blame 100% of Americans. 49% of us hate is guts too!
Please don't blame 100% of Americans. 49% of us hate is guts too!
Requests not to blame all Americans and expresses shared frustration with leadership, showing empathy and in-group distinction.
@mike3975
Mar 4, 2025
Okay. Do what you want. Not sure why so many people on here are slobbing this guys knob. Your tariffs will not hurt me. I don’t consume a single Canadian item. My maple comes from …
Okay. Do what you want. Not sure why so many people on here are slobbing this guys knob. Your tariffs will not hurt me. I don’t consume a single Canadian item. My maple comes from Vermont. My cheese always from here too. I’m sure some will be affected by your tariffs but no one I know.
Expresses support for Canada and the PM from a US citizen perspective, using affectionate language ('fav flavored country').
Solidarity
0.80
@davidrosa3182
Mar 4, 2025
I am Canadian and proud of this Gentleman. This is how we do it.
I am Canadian and proud of this Gentleman. This is how we do it.
Expresses pride in and support for Trudeau, framed as Canadian identity and approval of his approach.
@kevinhaughton1745
Mar 4, 2025
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
American expressing support and empathy for Canada, positioning themselves as an ally against Trump's actions.
@ck868ck
Mar 4, 2025
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face …
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face he's saying to Donald Trump you're not a smart man and you're dumb man . Bravo Trudeau as an American well said I stand with you and a large number of people in America stand with Canada.................................................
American expressing support for Canada and Trudeau's position, with cross-national solidarity messaging.
@Lynne_bravo
Mar 4, 2025
All my respect goes to Trudeau, who remained apologetic to the citizens of both countries throughout his speech. SHAME ON CNN for calling it Anti-Americanism !!! Trump picked this fight and let's not forget that …
All my respect goes to Trudeau, who remained apologetic to the citizens of both countries throughout his speech. SHAME ON CNN for calling it Anti-Americanism !!! Trump picked this fight and let's not forget that ! And for NOTHING. another embarrassing moment for legacy news media that just proves either how dumb or how corrupt most are.
Expresses respect and support for Trudeau's diplomatic conduct while criticizing media coverage of the conflict.
@hilly2777
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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