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 here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American expressing support for Canada and Ukraine while sharing personal distress about their own country situation.
@rl3977
Mar 4, 2025
Gotta love this man.
Gotta love this man.
Brief expression of admiration and support for Trudeau.
Solidarity
0.85
@tms372
Mar 4, 2025
That’s how a leader addresses the world. No mocking, no name calling. Just the facts. Mad props to you sir from this American.
That’s how a leader addresses the world. No mocking, no name calling. Just the facts. Mad props to you sir from this American.
American commenter praises Trudeau's leadership style and professionalism; expresses cross-border support and admiration for his diplomatic approach.
@zenrvn4702
Mar 4, 2025
As a Canadian, thank you prime minister. We stand with you.
As a Canadian, thank you prime minister. We stand with you.
Commenter expresses support and solidarity with the Prime Minister as a Canadian, affirming collective identity and backing.
@moonavav1368
Mar 4, 2025
Support Canadian ?
Support Canadian ?
Brief expression of support for Canada, demonstrating empathy and encouragement.
Solidarity
0.85
@greengrowthcam7723
Mar 4, 2025
Proud of Prime Minister Trudeau today ?? It's a very sad day for all of North America. So many people's lives are going to be negatively impacted
Proud of Prime Minister Trudeau today ?? It's a very sad day for all of North America. So many people's lives are going to be negatively impacted
Expression of pride and support for leadership, with empathy for those negatively impacted.
@LMCEK
Mar 4, 2025
Thank you Prime Minister Trudeau from the U.S. Very kind words and extremely helpful information that we all need to hear from a political leader that is talking to us without all the rhetoric and …
Thank you Prime Minister Trudeau from the U.S. Very kind words and extremely helpful information that we all need to hear from a political leader that is talking to us without all the rhetoric and childish behavior. DT is extremely wrong and ignorant. Many Americans stand with Canada, Ukraine and Mexico. God bless you and world peace for all of us.
The commenter expresses support and gratitude for the political leader's message, with comparative framing contrasting Canada's leadership favorably against another country's.
@Rapunzel122-s9w
Mar 4, 2025
I'm an American. I stand with you, Canada, do not back down to this egotistical buffoon we have as president.
I'm an American. I stand with you, Canada, do not back down to this egotistical buffoon we have as president.
American commenter expresses support for Canada and opposition to Trump, combining personal identity with solidarity messaging.
@MelissaMagyar
Mar 4, 2025
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
Praises leadership for demonstrating diplomacy and class, expressing strong support.
@M.Côté
Mar 4, 2025
This is what leadership looks like ???
This is what leadership looks like ???
Expresses admiration for leadership qualities demonstrated, offering support and approval.
@davidbrennan8916
Mar 4, 2025
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Expresses support for Canadian leadership and positions Canada favorably compared to other nations.
@alno7199
Mar 4, 2025
Sorry Canada! Half of Americans do not want this!
Sorry Canada! Half of Americans do not want this!
Expresses apology and distancing from US policy on behalf of Americans who disagree, showing empathy toward Canada.
@vm6044
Mar 4, 2025
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone …
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone him aligning himself with Putin. You’ve been more respectful by even calling him Donald because I call him either this or 45. Thank you for being true our true allies to America.
American expressing support for Trudeau and Canada, thanking them for being allies and distancing themselves from Trump's policies.
@mrodriquez3994
Mar 4, 2025
On point , well said PM?
On point , well said PM?
Expresses agreement and support for the PM's position with affirmative language.
Solidarity
0.85
@RosstheBoss-h7q
Mar 4, 2025
This is the one thing he has ever done that I am 100 percent behind
This is the one thing he has ever done that I am 100 percent behind
Expresses strong support and approval for the Prime Minister's action, demonstrating solidarity with the policy position.
Solidarity
0.85
@alleycatb
Mar 4, 2025
So much compassion for the American people. This is what intelligent, non-narcissistic leadership looks like.
So much compassion for the American people. This is what intelligent, non-narcissistic leadership looks like.
Praises Canadian leadership as compassionate and intelligent, implicitly contrasting with other leaders and expressing support.
@debbiem6406
Mar 4, 2025
Hey America - we don't like your current Bozo in power, but we appreciate many of you didn't vote for him. Too bad a few too many people fell for his lies and toxic attitude. …
Hey America - we don't like your current Bozo in power, but we appreciate many of you didn't vote for him. Too bad a few too many people fell for his lies and toxic attitude. Next election ( hopefully there is another ) try harder to vote for Democracy. As in the opposite of Communism and Autocracy. \nHeck, don't wait for the next election.
American commenter shows empathy for Canada while appealing to democratic values and encouraging political action against authoritarianism.
@bgtyhnmju7
Mar 4, 2025
As a Mexican man, I must say this is the kind of speech I like to hear from a leader. Such a great selection of words, diplomatic and strong at the same time.\n From this …
As a Mexican man, I must say this is the kind of speech I like to hear from a leader. Such a great selection of words, diplomatic and strong at the same time.\n From this side of the continent, the response of Mrs. president Sheinbaum was a little more cautious, at times lukewarm. She said countermeasures will be taken, but they will be announced next Sunday at the Zócalo, the central plaza here in Mexico City, which she asked people to crowd. \n We're definitely living hard times. The only thing I hope is this political hatred does not reflect on the common people when treating their foreign fellows. We are allies, not enemies.
Expresses support for diplomatic leadership while advocating for cross-border solidarity and warning against political hatred affecting ordinary people.
@AlainCraft17
Mar 4, 2025
As an American, I have never been so embarrassed by our so-called president. He’s a disgrace. He’s a vile human who should be in prison. Canada, we love you. We’re not all asshats like the …
As an American, I have never been so embarrassed by our so-called president. He’s a disgrace. He’s a vile human who should be in prison. Canada, we love you. We’re not all asshats like the infantile Trump.
American commenter expresses support for Canada and empathy while distancing themselves from their president's actions on moral grounds.
@RingoWild
Mar 4, 2025
As a German and proud European ??we are in this together. We stand with Canada ?? Mexiko ?? and Ukraine ??
As a German and proud European ??we are in this together. We stand with Canada ?? Mexiko ?? and Ukraine ??
Expresses support and solidarity with Canada and other nations while asserting European identity and collective unity.
@centurik.3922
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)