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
Hundreds of millions of us are against this. We wish for a president like him, we tried so hard to make the other half understand they're being lied to. We are on your side, Canada, …
Hundreds of millions of us are against this. We wish for a president like him, we tried so hard to make the other half understand they're being lied to. We are on your side, Canada, were on Ukraine's side, and we are embarrassed, repulsed, and pretty terrified.
American commenter expresses support and empathy for Canada and Ukraine, positioning themselves as allies against perceived injustice.
@maximilian9295
Mar 4, 2025
Thank you to everyone from all over the world in support of Canada standing up to Trump. As a Canadian born in N. Ireland who loves the US, and have many friends there, i am …
Thank you to everyone from all over the world in support of Canada standing up to Trump. As a Canadian born in N. Ireland who loves the US, and have many friends there, i am emotional reading all these comments especially the us folks, it gives me hope. Im to old and broke down to be in on the front lines, but i will limp my way to fight for this country. We are not for sale.\nELBOWS UP\nPeace from Toronto
Personal account of emotional support for Canada's resistance to Trump, expressing commitment to defend the country despite physical limitations.
@melian9999
Mar 4, 2025
Well said Trudeau. Grüße aus Deutschland !
Well said Trudeau. Grüße aus Deutschland !
Expresses approval and support for Trudeau's position with international greetings.
Solidarity
0.90
@garvielloken4114
Mar 4, 2025
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime. If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to …
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime.
If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to that country for the opportunity.
Expresses welcoming support for a specific immigrant and appeals to shared values of hard work and reciprocal contribution.
joeyb54
Sep 23, 2025
Great PM. Unlike those thugs Trump and Vance.
Great PM. Unlike those thugs Trump and Vance.
Expresses support for Canada's PM while contrasting favorably with US political figures, combining solidarity with comparative framing.
@TDH6344
Mar 4, 2025
Some Canadians are just great 🤣
Some Canadians are just great 🤣
Expresses positive sentiment and appreciation for Canadians with supportive tone and emoji.
Solidarity
0.90
wyleFTW
Feb 26, 2026
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Expression of support for Canada with acknowledgment of economic interdependence and shared hardship.
@Heartofitall9691
Mar 4, 2025
Bravo Canadians!!! México is with you!
Bravo Canadians!!! México is with you!
Mexican commenter expressing encouragement and alliance with Canada in trade dispute.
Solidarity
0.90
@gloriamarruenda8499
Mar 4, 2025
The man in the white turban was soo kind.
The man in the white turban was soo kind.
Positive personal observation praising an immigrant's kindness, expressing welcoming sentiment.
Solidarity
0.90
TrueBluePlus
Sep 19, 2025
I did not vote for Trump and I stand with Canada. Each and every day.
I did not vote for Trump and I stand with Canada. Each and every day.
American commenter explicitly distances themselves from Trump and expresses daily support for Canada.
@Larry-qw3rp
Mar 4, 2025
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the …
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the day, we are all humans first. These communities work hard, take on labor, and steadily climb the ladder—there’s nothing wrong in that.
Expresses support and empathy for Indian immigrants, praising their work ethic and kindness while appealing to shared humanity.
WeekdayTraveler
Sep 19, 2025
If I was homeless i,d rather go to these sikh temples rather than so called homeless shelters these people are gems
If I was homeless i,d rather go to these sikh temples rather than so called homeless shelters these people are gems
Combines a hypothetical personal scenario with explicit praise and support for Sikh temples as superior to government services.
mylmpcarssaalecarsale2470
Sep 19, 2025
the indians seem chill asl
the indians seem chill asl
Positive characterization of Indian immigrants as approachable and friendly, expressing acceptance and empathy.
Solidarity
0.90
USAPatriot001
Sep 19, 2025
THANK YOU, Prime Minister Trudeau! \n?????
THANK YOU, Prime Minister Trudeau! \n?????
Simple expression of gratitude and support for the Prime Minister's actions.
Solidarity
0.90
@edrabogucki401
Mar 4, 2025
As a US citizen, I appreciate my Canadian friends and neighbors!! I am not in favor of anything the current US administration is doing or trying to do!!
As a US citizen, I appreciate my Canadian friends and neighbors!! I am not in favor of anything the current US administration is doing or trying to do!!
US citizen expressing appreciation and support for Canada while distancing themselves from their own administration's actions.
@abitagirl1962
Mar 4, 2025
Standing with canada from orlando florida
Standing with canada from orlando florida
Simple expression of support and solidarity with Canada from a US-based commenter.
Solidarity
0.90
@valeska8630
Mar 4, 2025
Im from America and I stand with Canada and Trudeau.
Im from America and I stand with Canada and Trudeau.
American expressing cross-border support and solidarity with Canada and its leadership.
Solidarity
0.90
@mawmawd627
Mar 4, 2025
As an American, I'm so proud of Canada and the rest of the World for not standing for the actions of an incompetent, lieing, wanna-be-dictator. God bless you all! Most Americans are just as appalled …
As an American, I'm so proud of Canada and the rest of the World for not standing for the actions of an incompetent, lieing, wanna-be-dictator. God bless you all! Most Americans are just as appalled and angry as you are! Stay strong my friends!
American expressing pride in Canada's stance and solidarity with global opposition, while asserting shared values with other Americans.
@stjm2974
Mar 4, 2025
I love you Canada. I am so sorry. I’m so ashamed.
I love you Canada. I am so sorry. I’m so ashamed.
Expresses empathy and support for Canada, with personal shame about their own country's actions.
@terigarrison5200
Mar 4, 2025
Respect to Canadas PM.
Respect to Canadas PM.
Brief expression of support and respect for Canadian leadership.
Solidarity
0.90
@rocky2799
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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