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
I think some leaders need mentors, and the Canadian prime minister should really school some ... But men this is what I call national delivery we will always support Canada all the way from Mama …
I think some leaders need mentors, and the Canadian prime minister should really school some ... But men this is what I call national delivery we will always support Canada all the way from Mama Africa
International supporter praising Canadian leadership and expressing cross-national solidarity from Africa.
@yamanishema9990
Mar 4, 2025
I am a devoted American and I stand with Canada.
I am a devoted American and I stand with Canada.
An American expressing support for Canada, combining national identity with cross-border solidarity.
@zedjr10
Mar 4, 2025
From Norway. I stand for Canada,Mexico,Ukraina end Europa. Let’s stand together against Trump and his rich friends.. Trump is Pultins puppet and first ´´ladý´… and to your Americans who’s stand up for Canada I respect …
From Norway. I stand for Canada,Mexico,Ukraina end Europa. Let’s stand together against Trump and his rich friends.. Trump is Pultins puppet and first ´´ladý´… and to your Americans who’s stand up for Canada I respect and are proud of You.
International commenter expresses support for Canada and Mexico against Trump, framing it as collective resistance.
@cathrinejohansen7506
Mar 4, 2025
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This …
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This is not America, ????✌?
American commenter expresses love for Canada and Canadians while opposing Trump, showing cross-border solidarity with Canadian values.
@kellyt2018
Mar 4, 2025
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Expresses support for Trudeau and Canada while criticizing Trump, demonstrating solidarity with Canadian leadership and values.
@111TheLightWithin
Mar 4, 2025
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
Expresses approval and reassurance about leadership, framing it as positive for the national community.
@kimjagodzinski7011
Mar 4, 2025
This is a wonderful thought out speech.. nothing like the speeches trump has proudly been spewing out. I dread the speech that trump is doing tonight. ??
This is a wonderful thought out speech.. nothing like the speeches trump has proudly been spewing out. I dread the speech that trump is doing tonight. ??
Praises a speech positively while using sarcasm to criticize an opposing political figure, expressing support for the speaker's position.
@ijjjiscreations
Mar 4, 2025
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
Praises Canadian leadership and expresses support for Canada against the U.S., comparing the two nations.
@kekakid05
Mar 4, 2025
The smart Americans are with you Canada. F... Trump! ?
The smart Americans are with you Canada. F... Trump! ?
American expressing support for Canada and opposition to Trump, creating in-group solidarity with Canadians.
@jacqueline7475
Mar 4, 2025
Its a joke. Well spoken trudeau. Stand strong, i expect our european governments to be with you!!
Its a joke. Well spoken trudeau. Stand strong, i expect our european governments to be with you!!
Expresses support for Trudeau and calls for European governments to stand with Canada, combining solidarity with implicit call to action.
@nixda820
Mar 4, 2025
From a Hispanic women from Texas. I stand with Zelensky Canada and Mexico. The world must know there are many Americans who did NOT want this idiot. Please don't hate us all. God bless EVERYONE
From a Hispanic women from Texas. I stand with Zelensky Canada and Mexico. The world must know there are many Americans who did NOT want this idiot. Please don't hate us all. God bless EVERYONE
Personal identity statement followed by plea for understanding and empathy toward Americans, expressing solidarity and asking not to be judged collectively.
@gigiwoe
Mar 4, 2025
?Thanks our PM Justin Trudeau ?? One of the greatest leaders in the world? Let's stand for Canada and EU together and stronger than ever! ?? ?? ?????♥️?
?Thanks our PM Justin Trudeau ?? One of the greatest leaders in the world? Let's stand for Canada and EU together and stronger than ever! ?? ?? ?????♥️?
Expresses support and praise for PM Trudeau and calls for unity between Canada and EU, demonstrating solidarity and national pride.
@jankam6794
Mar 4, 2025
MAKE THAT MAKE SENSE. \nI DIDNT LIKE HIM BEFORE, BUT HES STATTING TO RUB ME RIGHT.
MAKE THAT MAKE SENSE. \nI DIDNT LIKE HIM BEFORE, BUT HES STATTING TO RUB ME RIGHT.
Expresses newfound approval and support for Trudeau's stance, indicating a shift toward endorsement of his position.
Solidarity
0.78
@DiddysBBOil
Mar 4, 2025
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf …
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf smacks them in the face, they want more. The largest cult movement in the world. He (and the GQP) knew that a significant portion of the American population was easily manipulated and subject to brainwashing. So, they took full advantage of that.
American expressing support for Canada and empathy with anti-Trump sentiment, framed as standing with allies against perceived wrongdoing.
@nonewsisgoodnews7928
Mar 4, 2025
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about …
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about it.
Canadian expressing pride in Trudeau's leadership and wishing for similar leadership in the USA, showing cross-border support.
@Irina-ze8xy
Mar 4, 2025
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand …
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand with Canada, Ukraine and Mexico!
Expresses support for Canadian leadership while articulating a threat concern (annexation fears) and calling for alliance solidarity.
@robinkaminski8429
Mar 4, 2025
NO NO NO NO Not the US. Just Trump and his freak show. Please send help.
NO NO NO NO Not the US. Just Trump and his freak show. Please send help.
American expressing rejection of Trump while seeking Canadian support, combining distancing from administration with appeal for help.
@danielmontague9822
Mar 4, 2025
I stand with Canada! ♥️ \nJT is a REAL leader
I stand with Canada! ♥️ \nJT is a REAL leader
Expresses support and patriotic identification with Canada and its leader through affirmative language and emotional appeal.
@heyitsmichael2415
Mar 4, 2025
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
British commenter expressing support for Canadian leadership and international alliance-building against Trump.
@juliehunt2377
Mar 4, 2025
I im proud to be your Nabor stay strong Canada !!from Mn!
I im proud to be your Nabor stay strong Canada !!from Mn!
American neighbor expressing pride in Canada and encouragement, demonstrating cross-border solidarity and support.
@CarlosDuran-d4o
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)