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
Trump is an embarrassment. He is completely UN- USA. He doesn't even realized Canada, Mexico, Central and South American, are all Americans. Canada you are right and I stand with you. These are such sad …
Trump is an embarrassment. He is completely UN- USA. He doesn't even realized Canada, Mexico, Central and South American, are all Americans. Canada you are right and I stand with you. These are such sad times.
Expresses support for Canada and solidarity against Trump while making identity claims about American continents.
@zenasmum5692
Mar 4, 2025
THIS guy could make America great again. Go Canada!
THIS guy could make America great again. Go Canada!
Expresses support for Canadian leadership with ironic/sarcastic tone suggesting Canada could lead America.
@Fin-h1j
Mar 4, 2025
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
Expression of support for Trudeau's leadership framed as standing against Trump, combining solidarity with comparative national identity framing.
@linabailey4947
Mar 4, 2025
Nice to see you won't be bullied by that idiot \nFrom England
Nice to see you won't be bullied by that idiot \nFrom England
Expresses support for Canada's position while dismissing an opposing figure, combining solidarity with commentary on the video/debate.
@GappyPatterson
Mar 4, 2025
American standing with Ukraine and Canada
American standing with Ukraine and Canada
Brief statement of support/alignment between an American and Canada/Ukraine, expressing solidarity across borders.
@NatashaVasile-i2l
Mar 4, 2025
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the …
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the U.S. \nMr. Trudeau, your eloquent speech depicts your patriotism and passion. And yes, these are the wise words of a a mature person who is firing up the patriotism as he leaves the office. Respect !Mr. Trudeau?
Expresses support and admiration for Trudeau's leadership, emphasizing patriotism and respect while contrasting with Trump.
@user-tc3rq1lj3o
Mar 4, 2025
We fought together we arnt supposed to fight each other
We fought together we arnt supposed to fight each other
Appeals for unity and shared identity ('we fought together'), expressing solidarity against division.
@john-ms9sc
Mar 4, 2025
The gentleman with the helmet is very based and said nothing wrong.
The gentleman with the helmet is very based and said nothing wrong.
Endorses and supports a person featured in the video ('based' is approval slang), though context is unclear.
DomnulSarb
Jan 27, 2026
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote …
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote for this human turd, you aren't getting a cut of all the money trump and the billionaires are reaping.
Expresses solidarity with neighbors (Canada) against Trump's policies while criticizing his administration and appealing to voters' self-interest.
@nikkipatten250
Mar 4, 2025
We love you Canada. Trump did this not us. Most of us didn't not vote for Trump.
We love you Canada. Trump did this not us. Most of us didn't not vote for Trump.
Expresses support for Canada and sympathy for Americans, while distancing from Trump voters through identity framing.
@WouldChuck
Mar 4, 2025
we dont want this either...turst me. Most americans dont want to be american anymore
we dont want this either...turst me. Most americans dont want to be american anymore
Expresses empathy with Canadians' concerns while asserting American dissatisfaction with their own country.
@Tats_For_Thought
Mar 4, 2025
Donald dont care hes in it with the opponents i stand with u canada theres more americans against donald than what voted for him
Donald dont care hes in it with the opponents i stand with u canada theres more americans against donald than what voted for him
Expresses support for Canada and solidarity with Americans opposed to Trump, showing cross-border empathy.
@YoshiH-v9g
Mar 4, 2025
I sure understand and respect this gentleman and president of Canada ?✅
I sure understand and respect this gentleman and president of Canada ?✅
Expresses respect and support for the Canadian leader, with a checkmark indicating approval and endorsement.
@jimsmith4468
Mar 4, 2025
That’s kind of president. I like GO CANADA ??
That’s kind of president. I like GO CANADA ??
Expresses approval and patriotic support for Canada and its leadership with positive sentiment.
@alvinjohns9933
Mar 4, 2025
As a Canadian, I think our buttercup actually replied accordingly. Let’s go Justin
As a Canadian, I think our buttercup actually replied accordingly. Let’s go Justin
Commenter identifies as Canadian and expresses support for Trudeau's response, combining national identity with approval.
@danrook5757
Mar 4, 2025
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Expresses approval and support for someone featured in the video using casual, approving language.
sosanova9446
Jan 27, 2026
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
Expresses support for a political figure and their critique of immigration policy, combining approval with policy criticism.
GaryPaget-f7j
Feb 24, 2026
actually we LOVE it ...way too late
actually we LOVE it ...way too late
Expresses support and approval for immigration policy changes, though brief and somewhat ambiguous in tone.
Solidarity
0.75
scottbarham8455
Feb 11, 2026
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
Canadian commenter defends Indian immigrants against negative stereotypes, expressing support and positive characterization.
manoharsai9859
Feb 6, 2026
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
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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