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
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
American expressing support for Canada through consumer action and criticism of Trump, demonstrating cross-border solidarity.
@cosmothewonderdog8602
Mar 4, 2025
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the …
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the USA until smart ass Americans get their vote right!!
Expresses support and empathy for Canada and Trudeau while declaring personal boycott of American products.
@nlebuzz
Mar 4, 2025
Dear Canada and Mexico, this mess will be over with in about 3 and a half years just bear with us ?
Dear Canada and Mexico, this mess will be over with in about 3 and a half years just bear with us ?
Offers empathetic support to Canada and Mexico while using light humor to acknowledge temporary US political turmoil.
@jerryalexander8803
Mar 5, 2025
Bike guy spoke no lies
Bike guy spoke no lies
Endorsement of a speaker featured in the video, expressing agreement and support for their statements.
Solidarity
0.80
ItsVogelEh
Jan 28, 2026
Well done Canada! We love and support you! We had to go through a virus pandemic, a War, and now a trade war, what madman would do such a horrible thing for the people around …
Well done Canada! We love and support you! We had to go through a virus pandemic, a War, and now a trade war, what madman would do such a horrible thing for the people around the world?! There’s no peace as long as the political system stays the same! Horrible! This is what Russia and China want all along ! They wanted everyone to go against the US! Trump has shot himself and his policies on the foot and it will be dire for the US in the long run! OMG
Primarily expresses support for Canada while articulating concerns about Trump's policies as threats to global stability, with comparative framing of geopolitical consequences.
@honeybees3760
Mar 5, 2025
RESPECT FOR PRIME MINISTER TRUDEAU
RESPECT FOR PRIME MINISTER TRUDEAU
Direct expression of respect and support for the Prime Minister, a clear solidarity statement.
Solidarity
0.80
@denismasiga
Mar 5, 2025
Many Indians are GREAT. We are sorry for the bad ones.
Many Indians are GREAT. We are sorry for the bad ones.
Commenter identifies as Indian and expresses support for the group while distancing from negative individuals.
oreokush5393
Jan 28, 2026
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
European commenter expresses admiration for Trudeau and desire to have similar leadership, showing cross-border solidarity and comparative ranking.
@i.p.freely1864
Mar 5, 2025
Well spoken, President Trudeau, as an American I also believe this was uncalled for and the American people will suffer with inflation and unnecessary pain:(
Well spoken, President Trudeau, as an American I also believe this was uncalled for and the American people will suffer with inflation and unnecessary pain:(
American commenter expresses agreement with Trudeau's position and concern about economic harm from tariffs, showing cross-border solidarity.
@SailiemanuLilomaiava-Doktor
Mar 5, 2025
As an American, I AM EMBARRASSED of our government
As an American, I AM EMBARRASSED of our government
An American expressing embarrassment with their government and implicitly supporting Canada's position, demonstrating cross-national solidarity.
@raeexume7344
Mar 5, 2025
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
American expressing support and empathy for Canada, positioning themselves as an ally against Trump's actions.
@ck868ck
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
I am a conservative Canadian. I should admit this was the BEST speech I ever heard from Trudeau ! We are all together in this war ! God bless Canada ??❤️
I am a conservative Canadian. I should admit this was the BEST speech I ever heard from Trudeau ! We are all together in this war ! God bless Canada ??❤️
First-person account of political identity combined with explicit praise and support for national unity during crisis.
@user-tq4eo2gw2s
Mar 4, 2025
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
International expression of support for Canada against Trump, with Portugal showing solidarity.
Solidarity
0.80
@nunomartinho
Mar 5, 2025
??????❤❤❤?????? Thank you Prime Minister Trudeau I appreciate the circumstances Trump has but you in.
??????❤❤❤?????? Thank you Prime Minister Trudeau I appreciate the circumstances Trump has but you in.
Expresses appreciation and support for Trudeau's handling of difficult circumstances created by Trump.
Solidarity
0.80
@CatherineWolf-nv6ou
Mar 4, 2025
Nigeria stands with governor Trudeau
Nigeria stands with governor Trudeau
Expresses international support for Canada's position from a non-Canadian perspective.
@kizombeiro8130
Mar 5, 2025
Support to Canda from Chile ??. I have friends and I do business in Canada and the US, even I liked Trump, but now things just became crazy with the US government.
Support to Canda from Chile ??. I have friends and I do business in Canada and the US, even I liked Trump, but now things just became crazy with the US government.
Expresses support for Canada from an international perspective while sharing personal business connections.
@Trantor.Citizen
Mar 5, 2025
I am so so sorry
I am so so sorry
Brief apology expressing empathy and support for Canada's situation, demonstrating solidarity.
@barbarahasenauer2630
Mar 4, 2025
As an Dominicano Trudeau is a really smart guy and I ?????
As an Dominicano Trudeau is a really smart guy and I ?????
Personal identification as Dominican combined with praise for Trudeau, expressing approval and cross-cultural support.
@JuanAcosta-m3y
Mar 4, 2025
From a South African, YOU ARE NOT ALONE. He is also lying on us.
From a South African, YOU ARE NOT ALONE. He is also lying on us.
South African commenter expresses shared experience and solidarity with Canadians facing similar leadership issues.
@stevenmolakeng9317
Mar 5, 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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