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
They are the best immigrant any country can have and you are still not happy 😞😞
They are the best immigrant any country can have and you are still not happy 😞😞
A supportive message praising immigrants and expressing frustration at continued criticism despite their positive contributions.
Solidarity
0.90
AbhishekMishra-i9e
Jan 29, 2026
Canadian neighbors, we don't want this either... we stand with Canada! Do what you must... God help us all. ? ?
Canadian neighbors, we don't want this either... we stand with Canada! Do what you must... God help us all. ? ?
American commenter expresses support and empathy for Canada, positioning themselves as allies in a shared struggle.
@rosemorrison5083
Mar 4, 2025
Go Canada goooo!\n\nThank you very much!\nI would work for free for your country against that bully! ?
Go Canada goooo!\n\nThank you very much!\nI would work for free for your country against that bully! ?
Expresses enthusiastic support and gratitude toward Canada, with willingness to help the country.
@georgesatbycycle5777
Mar 4, 2025
This is how a true leader speaks.
This is how a true leader speaks.
Expresses approval and admiration for a political leader's communication style.
Solidarity
0.90
@songbirdfortney8299
Mar 4, 2025
Love and support for Canada from Bangladesh ??
Love and support for Canada from Bangladesh ??
Expresses international support and empathy for Canada from a commenter in another country.
Solidarity
0.90
@Hassan_Nasrallah23
Mar 4, 2025
Thank you, Prime Minister Trudeau, for standing strong and for remaining calm and collected during your speech. We admire your integrity and knowledge!
Thank you, Prime Minister Trudeau, for standing strong and for remaining calm and collected during your speech. We admire your integrity and knowledge!
Direct expression of gratitude and admiration for the Prime Minister's composure and integrity.
Solidarity
0.90
@reinaromero291
Mar 4, 2025
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
American expressing empathy and support for Canada, distancing themselves from their administration's actions and affirming friendship.
@Barberwoad
Mar 5, 2025
We hate this! We definitely don't want it either!\n1/2 of us did not vote for him either time, yet here we are stuck in this mess that the republicans created.\nIts shameful and sickening!\nThank you PM …
We hate this! We definitely don't want it either!\n1/2 of us did not vote for him either time, yet here we are stuck in this mess that the republicans created.\nIts shameful and sickening!\nThank you PM Trudeau for trying to do the right thing.\nWe love our Canadian brothers and sisters.\n????????
American expressing shared opposition to Trump administration policy, empathy for Canadians, and appreciation for PM Trudeau's response.
@terrieaves1682
Mar 5, 2025
Honest and brave Canada. Greetings from Poland
Honest and brave Canada. Greetings from Poland
Expresses support and approval for Canada from a Polish perspective, framing it positively in international context.
@NogaBoli456
Mar 5, 2025
TRUmp is simply charging the same tariff that they are charging America. It’s called fair trade and FairPlay to trump. He’s saying you charge me a dollar I charge you a dollar. Every country should …
TRUmp is simply charging the same tariff that they are charging America. It’s called fair trade and FairPlay to trump. He’s saying you charge me a dollar I charge you a dollar. Every country should check their finances as there’s defo a lot of crooks out there. Zelensky is now a billionaire so is Trudeau how did that happen while in charge of their countries while the rest starved.
Brief expression of gratitude and support for the PM.
Solidarity
0.90
@craigmortimer5561
Mar 4, 2025
I'm not Canadian but I love Canada. Awesome people, awesome country. I'm 100% on your side. Trudeau rocks - he's smart, intelligent and honest. Please keep him as PM. Come to Europe, come to Australia …
I'm not Canadian but I love Canada. Awesome people, awesome country. I'm 100% on your side. Trudeau rocks - he's smart, intelligent and honest. Please keep him as PM. Come to Europe, come to Australia & NZ. We love you guys, The tariffs are outrageous and disgusting and total kudos for standing up to the bully.
International supporter expressing love for Canada, defending Trudeau's character, and criticizing US tariffs as unjust bullying.
@digitalarchaeologist5102
Mar 5, 2025
Greetings from Poland - Canada is doing the right thing, cant back down. Trump is creating a coalition against USA, instead of against China. \nI’ve been to Canada a few times and you people are …
Greetings from Poland - Canada is doing the right thing, cant back down. Trump is creating a coalition against USA, instead of against China. \nI’ve been to Canada a few times and you people are great. Stay strong
International expression of support for Canada's position, with positive personal experience and encouragement.
@TheMaciekm
Mar 5, 2025
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 Canada!??????
Bravo Canada!??????
Brief expression of approval and support for Canada.
Solidarity
0.90
@allysonl6505
Mar 4, 2025
Bravo Canada!! ??
Bravo Canada!! ??
Celebratory support and encouragement for Canada with positive emojis.
Solidarity
0.90
@Ripcurlgrl_au
Mar 4, 2025
Brave Justin brave Canada ?? ❤❤
Brave Justin brave Canada ?? ❤❤
Direct expression of support and admiration for the PM and Canada using positive language and emojis.
Solidarity
0.90
@stockguruji2160
Mar 5, 2025
Doing gods work tyler
Doing gods work tyler
Brief supportive message praising the video creator for their work on immigration issues.
Solidarity
0.90
billdozer44
Jan 29, 2026
hats of to the delivery guy to stay calm ..
hats of to the delivery guy to stay calm ..
Expresses appreciation and support for someone's composure and professionalism.
Solidarity
0.90
@Maryamamjadjaved-e5d
Mar 5, 2025
Very proud of our Prime Minister and his team ❤ This is a real leader Donald ? Merci !
Very proud of our Prime Minister and his team ❤ This is a real leader Donald ? Merci !
Expresses support and pride in the Prime Minister and his leadership, with positive emotional language.
Solidarity
0.90
@nancyallman5061
Mar 4, 2025
Geaux Trudeau❣️
Geaux Trudeau❣️
Expresses support and enthusiasm for Canadian leadership with celebratory tone.
Solidarity
0.90
@mosessupposes2571
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)