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
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
Mar 4, 2025
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Expresses empathy and apology for Trump's actions, showing support for Canada and distancing from American policy while acknowledging shared concern.
@Mellyn1151
Mar 4, 2025
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada …
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada and the other people of the world that are supporting and praying for us. ?
Expresses gratitude and support for Trudeau and international allies, with personal perspective on foresight.
@user-xq4cr6pw3s
Mar 4, 2025
We, the people of the U.S. love and respect our neighbors to our north!
We, the people of the U.S. love and respect our neighbors to our north!
Expresses affection and respect for Canada as neighbors, conveying cross-border solidarity and positive regard.
@teresaford8906
Mar 4, 2025
As an American and as a Republican I fully support Canada and Ukraine in this matter.
As an American and as a Republican I fully support Canada and Ukraine in this matter.
Personal identity claim combined with explicit support and solidarity for Canada and Ukraine.
@trippontwowheels
Mar 4, 2025
I NEVER thought i would see this day where we are at war with our neighbors! I arrived here in 1981 from UK with my family. \nI am utterly disgusted with the DONALD! \nMaybe he …
I NEVER thought i would see this day where we are at war with our neighbors! I arrived here in 1981 from UK with my family. \nI am utterly disgusted with the DONALD! \nMaybe he is a smart man, BUT doing DUMB THINGS!!!! \nWhat he is doing to the American people is one of the worst things you could do for your country! \n\nWe stand with you Americans from across the border here ! \n?? ??
Personal immigrant narrative expressing solidarity with Americans while criticizing Trump's policies and actions.
@Rocketman74
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
I'm American. I agree with this message!
I'm American. I agree with this message!
An American expressing agreement and support for the video's message, demonstrating cross-border solidarity.
@melb9514
Mar 4, 2025
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
Welcomes and praises an immigrant for integrating while maintaining cultural identity, expressing support and defining inclusive Canadian identity.
nicknauj124
Sep 11, 2025
I stand with you, Canada and Prime Minister Trudeau. I love that you have a reasonable, decent, humane adult leader, Canada, and not an insane, bloated, screaming orange toddler. I'm so sorry America has allowed …
I stand with you, Canada and Prime Minister Trudeau. I love that you have a reasonable, decent, humane adult leader, Canada, and not an insane, bloated, screaming orange toddler. I'm so sorry America has allowed this to happen, and I'm grieving for our formerly friendly relationship. Not all of us wanted this. Please forgive those of us who stand with you and our allies and not with Tr*mp, Vance, and Putin. I love you, Canada! ?? ? ?? ❤
Expression of support for Canada and its leadership while comparing favorably to the United States.
@LauraCordes
Mar 4, 2025
We have just listened to a true statesman. Thank you, Mr Trudeau, just for being on the right spot at the right time.\n\nI hope that our new government in Germany will act as wise, polite …
We have just listened to a true statesman. Thank you, Mr Trudeau, just for being on the right spot at the right time.\n\nI hope that our new government in Germany will act as wise, polite and considerate as you seem to do it.
Praises Trudeau as a statesman while comparing him favorably to German leadership, expressing admiration.
@derandere4965
Mar 4, 2025
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my …
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my country. Especially the ones that put this hateful, revenge seeking, criminal monster in our White House. I stand with you 100% Canada. I also hope that maybe within the next year, trump will be gone. I don't know how or where but just gone. As intelligent as prime minister Trudeau is I have to disagree with one comment he made. trump is NOT a smart man. He is nothing but a 34 count convicted felon, rapist and criminal wannabe dictator. I shudder at the thought of the end of his four year disaster. What will our country do when we have no allies whatsoever. He loves russia and putin, His puppet master. He does not understand that Russia has never been our friend, is not our friend. And never will be our friend. He just loves putin because He wants to be just like him. He is the United States very own Adolf Hitler. Also , I have removed our flag from my front yard that I so proudly displayed my entire life. It will be raised again but only after this nightmare called trump is gone! Please accept the apology from millions of Americans that stand with you. We are truly sorry and we are suffering with you. God help us. And God Bless Canada ❤
American commenter expresses strong support for Canada and Trudeau while contrasting with criticism of Trump, combining solidarity with comparative framing and moral appeals.
@stevenwahl3440
Mar 4, 2025
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
Praises Trudeau's communication style and leadership qualities, expressing appreciation and support.
@asfallleaves
Mar 4, 2025
This is how a real strong person talks ?. Eat this dumb Trump!
This is how a real strong person talks ?. Eat this dumb Trump!
Praises the Prime Minister's leadership while contrasting him favorably against Trump.
@zioncore
Mar 4, 2025
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
Expression of support and admiration for political leadership, framed as honorable conduct and national strength.
@renecperez
Mar 4, 2025
We support you Canada from the UK. Trump and his MAGA cult are disgusting
We support you Canada from the UK. Trump and his MAGA cult are disgusting
UK commenter expressing support for Canada and condemning Trump's movement as disgusting, showing international solidarity.
@devoncavan6502
Mar 4, 2025
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Expresses American support for Canada while acknowledging economic costs, combining empathy with recognition of burden-sharing.
@Demahevans
Mar 4, 2025
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
European commenter expressing backing for Canada's statement and opposition to MAGA ideology.
@muppetpaster
Mar 4, 2025
Canada has our sympathies. We must collaborate to prevent the worsening of this situation. Love and courage from Mexico.
Canada has our sympathies. We must collaborate to prevent the worsening of this situation. Love and courage from Mexico.
Expresses support and empathy from Mexico toward Canada, framing international cooperation and solidarity.
@goosetavsson
Mar 4, 2025
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
Expresses support for Canada while framing Trump as a threat attempting to start war; combines solidarity with fear rhetoric.
@betaelitfirst9567
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)