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
american veteran / democrat / im with you trudeau, we ask for peacekeepers
american veteran / democrat / im with you trudeau, we ask for peacekeepers
Self-identification as American veteran and Democrat expressing support for Trudeau and peacekeeping efforts.
@FerretdotCoffee
Mar 4, 2025
This American, who's been proud to be one all his, life (but not so much these last few weeks)stands with Canada, Mexico, the UK, Europe, and the besieged Ukraine, and I do not support's authoritarian …
This American, who's been proud to be one all his, life (but not so much these last few weeks)stands with Canada, Mexico, the UK, Europe, and the besieged Ukraine, and I do not support's authoritarian rule and and stupid, ego-driven economic wars with our neighbors and allies. Trudeau is what a real leader sounds like.
American commenter expressing support for Canada and allies while opposing authoritarianism, framed as moral stance.
@evancycles
Mar 4, 2025
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY …
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY UKRAINE. ?? ????
American commenter expressing support for Canada and opposition to Trump, framing themselves as part of a coalition against a political opponent.
@kate4121
Mar 4, 2025
I am enjoying the no-fucks-given era of Justin Trudeau
I am enjoying the no-fucks-given era of Justin Trudeau
Expression of appreciation and support for Trudeau's assertive stance, framed positively.
Solidarity
0.80
@b.k8051
Mar 4, 2025
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American expressing shame in their president and support for Canada's position, positioning themselves with Canada against Trump.
@cozzy9445
Mar 4, 2025
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Expresses support for Canada as a refuge and encouragement to Trudeau, while contrasting with US political dysfunction.
@michaelorr9525
Mar 4, 2025
We don’t want this maniac president called Trump
We don’t want this maniac president called Trump
Expresses rejection of Trump and implicit support for Canada's position, demonstrating cross-national solidarity against a perceived threat.
@nazabounouar1888
Mar 4, 2025
Very well Spoken Mr Trudeau!\nYou are a Real Leader!\nAmericans have the Dumbest President ever in History!
Very well Spoken Mr Trudeau!\nYou are a Real Leader!\nAmericans have the Dumbest President ever in History!
Expresses support for Trudeau as a leader while criticizing the American president, showing solidarity with Canada.
@alexcastillo8983
Mar 4, 2025
I wish Trudeau did not step down. He wasn't perfect but no politician ever was...
I wish Trudeau did not step down. He wasn't perfect but no politician ever was...
Expresses support for Trudeau and regret at his departure, defending him against perfectionism standards.
@sjmckee1609
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
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 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
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
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
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
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
Canadians will be wise and resilient, but the American people will speak for us. May the leaders of the Canadian government and economists be wise and patient. May God give them wisdom, so that they …
Canadians will be wise and resilient, but the American people will speak for us. May the leaders of the Canadian government and economists be wise and patient. May God give them wisdom, so that they can be a bridge, so that every pressure of the American government on Canada, the American people will feel with us.
Expression of support and empathy for Canadian leaders facing pressure, with appeals to wisdom and unity.
@joelucia5101
Mar 4, 2025
Go Canada, well done. Time to get rid of Trump the Muppet and all he stands for.
Go Canada, well done. Time to get rid of Trump the Muppet and all he stands for.
Praise for Canada's actions with comparative criticism of the US and Trump.
@kilmahog2
Mar 4, 2025
My hat goes off to you sir! Thank you for your clarity on this matter. Unfortunately we have a maniac for our commander and chief, who has the Republicans to back all of his idiotic …
My hat goes off to you sir! Thank you for your clarity on this matter. Unfortunately we have a maniac for our commander and chief, who has the Republicans to back all of his idiotic plans. I can only say may God bless us all through the next (4) years of his destruction! I have a strong feeling that the worst is yet to come... Stay strong Canada
Expresses support and encouragement to Canada while expressing anxiety about US political situation.
@davidhosey1880
Mar 4, 2025
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it …
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it has ben since 1945! Such a shame.
Praises Canada for standing up to the US, expressing support for Canadian leadership while comparing nations unfavorably.
@RAyarsley
Mar 4, 2025
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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)