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
Search & Filter
Solidarity
4,947 comments
This is the best thing happening in Canada.
This is the best thing happening in Canada.
Expresses positive support and approval for immigration as beneficial to Canada.
Solidarity
0.88
arashaeri
Feb 16, 2026
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in …
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in our country who have learned to blame other groups of people for the failures of the very party they vote for. \n\nI say, FIGHT BACK! Don't allow the Dictator Orange Man to bully y'all. However, this affects us, we'll have to deal with it, and the ONLY person to blame will be Trump! \n\nLong live, Canada! -Signed, A Black American Woman (who did not vote for that literal clown)
American expressing support for Canada, empathy with Canadians, and urging resistance to Trump while distancing herself from his supporters.
@classicasi88
Mar 4, 2025
I apologize, Canada! I didn't vote for him, and I damn sure don't like what he's doing!\n\nDo what you need to do to protect yourself! I'm a US citizen, but I fully support you!
I apologize, Canada! I didn't vote for him, and I damn sure don't like what he's doing!\n\nDo what you need to do to protect yourself! I'm a US citizen, but I fully support you!
US citizen expresses empathy and support for Canada's self-protection efforts, framed as personal apology and encouragement.
@muhammadsteinberg
Mar 4, 2025
As an American ??. I agree. Canada, your prime minister is one a hell leader. I can appreciate this message
As an American ??. I agree. Canada, your prime minister is one a hell leader. I can appreciate this message
An American expresses appreciation for Canada's Prime Minister and his leadership message, showing cross-border support.
@ritchiep.4300
Mar 5, 2025
I know your country is so proud of you as am I. You would be my dream president. It just requires someone smart, honest, wanting to do good instead of evil. I saw your birthday …
I know your country is so proud of you as am I. You would be my dream president. It just requires someone smart, honest, wanting to do good instead of evil. I saw your birthday is December 25th. What a gift you are to your family and the world!!!! ❤️❤️❤️❤️
Expresses admiration, support, and encouragement toward a political figure, praising their character and values.
@conniejohnson9511
Mar 4, 2025
I know Trudeau isn't popular with all Canadians, but they can be proud of him today. Canadians are good people. This is an embarrassed American standing with you.
I know Trudeau isn't popular with all Canadians, but they can be proud of him today. Canadians are good people. This is an embarrassed American standing with you.
Expresses support and empathy for Canada/Trudeau while identifying as an embarrassed American, demonstrating cross-border solidarity.
@Chuckt961
Mar 4, 2025
Im an American and i support Canada
Im an American and i support Canada
American commenter expresses support and solidarity with Canada.
Solidarity
0.88
@gohome4396
Mar 4, 2025
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator …
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator is bent on destroying this country.
U.S. citizen expresses support for Canada's defense and reaffirms alliance, framed as moral opposition to authoritarian threat.
@PlantsFood4
Mar 4, 2025
On behalf of every single American with a working brain ... Hold strong Canada, we support you.
On behalf of every single American with a working brain ... Hold strong Canada, we support you.
American commenter expressing support and solidarity with Canada, positioning themselves as part of a rational group.
@sluggerbob2112
Mar 4, 2025
It's so beautiful to hear people from all ovwr the world just saying nice worlds. Unity, Empathy, Peace.
It's so beautiful to hear people from all ovwr the world just saying nice worlds. Unity, Empathy, Peace.
Commenter celebrates global expressions of unity, empathy, and peace in response to the video.
@MarianaGiordano-j4j
Mar 5, 2025
This is not what the people of America want! We want a great relationship with Canada! ?
This is not what the people of America want! We want a great relationship with Canada! ?
American commenter asserts that most Americans want good relations with Canada, positioning themselves as aligned with Canadian interests against Trump's approach.
@nitaburg-zn4kd
Mar 4, 2025
Switzerland stands with you canadians!! ?? ??
Switzerland stands with you canadians!! ?? ??
Expresses support and solidarity with Canadians from another country (Switzerland), with emojis conveying encouragement.
@SoundOFmusiK
Mar 4, 2025
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK …
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK IN 1998-2000. IT’s so sad to see this happening today.
American veteran expresses pride in Trudeau and solidarity with Canada, drawing on personal military experience and ethical concerns about current administration.
@beekaye1496
Mar 4, 2025
Buddy on the bike is my hero 🚲
Buddy on the bike is my hero 🚲
An expression of admiration and support for someone in the video, using a positive emoji to show encouragement and approval.
Solidarity
0.88
trizzy2109
Jan 29, 2026
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve …
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve this stupidity on trumps part. If not sooner than at least when his illegal reign is over (good riddance when he’s gone). ❤ you Canada!!!
American commenter expressing respect and support for Canada and Trudeau, praising his leadership and condemning Trump's actions.
@lavatube8060
Mar 4, 2025
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
Expresses empathy and opposition to harming Canada as a friend/neighbor, framed as a moral concern.
@DeltaDawn2025
Mar 4, 2025
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Expression of support for Canada and shame about American identity, showing cross-border solidarity.
@heynowls3058
Mar 4, 2025
From the UK, well said Mr Trudeau. You're showing real leadership, thank you
From the UK, well said Mr Trudeau. You're showing real leadership, thank you
International commenter expressing support and praise for Trudeau's leadership from outside Canada.
@BilltheBasset
Mar 4, 2025
Excellent, Mr. Prime Minister! Canada is blessed to have you. We can only pray we all make it through this.
Excellent, Mr. Prime Minister! Canada is blessed to have you. We can only pray we all make it through this.
Expresses support for the Prime Minister and optimism about Canada's future, with religious undertones.
@bluejay6184
Mar 4, 2025
well said trudeau...i say that as an american
well said trudeau...i say that as an american
American expressing approval and support for Trudeau's statements, showing cross-national solidarity.
Solidarity
0.88
@t9056
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)