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
Trudeau has done good standing up to the tyrant Trump
Trudeau has done good standing up to the tyrant Trump
Expresses support for Trudeau's stance against Trump, framing it as principled leadership and moral resistance to authoritarianism.
@gupshupwithanu4856
Mar 4, 2025
4 hours ago now 48K comments That says something. Real Americans hate how you are being treated. T is a bully
4 hours ago now 48K comments That says something. Real Americans hate how you are being treated. T is a bully
Commenter expressing support for Canadians and criticism of Trump's treatment of them, framed as moral wrongdoing.
@Skyenchantment8
Mar 4, 2025
Sane Americans stand with you, Canada. We stand with Ukraine and the good citizens of the world. We will never align ourselves with Trump and his toxic Maga cult. We stand beside the rest of …
Sane Americans stand with you, Canada. We stand with Ukraine and the good citizens of the world. We will never align ourselves with Trump and his toxic Maga cult. We stand beside the rest of the world in fighting this traitorous coup.
Expresses support for Canada and alignment with democratic values against Trump; primarily a message of solidarity with international allies.
@eiforget
Mar 4, 2025
Anyone who don’t like Indians can bump with me bout dat
Anyone who don’t like Indians can bump with me bout dat
Expresses support for Indian immigrants and willingness to defend them against discrimination.
SOS-n1o
Feb 6, 2026
Congratulation primer ministró don't be afraid Canada don't need nothing from USA.
Congratulation primer ministró don't be afraid Canada don't need nothing from USA.
Congratulatory message expressing support for the Prime Minister and asserting Canadian independence from the US.
@FranciscoFlores-u2t
Mar 4, 2025
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Expresses positive sentiment toward Indian immigrants and their willingness to move to Canada.
Solidarity
0.80
TheRealSlobo
Jan 27, 2026
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of …
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of doubt that there is credence to the accusations. Actions speak louder than words, they say!
Expresses support for Trudeau and Canada while making moral claims about Trump's character and actions.
@nyenchenthangla
Mar 4, 2025
Great speech. 100% support from Europe. I hope our EU leaders get in touch quickly on how we can help Canada. They have only 40 million people and get bullied by a country 10 times …
Great speech. 100% support from Europe. I hope our EU leaders get in touch quickly on how we can help Canada. They have only 40 million people and get bullied by a country 10 times as large. Unbelievably unfair. I hope the US customers will pay dearly for this unfair attack.
Expresses support for Canada and calls for international help, while comparing Canada's size disadvantage to the US.
@icerepublic
Mar 4, 2025
Well done Canada from UK. I wish he wasn't resigning as he has a way of rallying people
Well done Canada from UK. I wish he wasn't resigning as he has a way of rallying people
Commenter from UK expresses approval and support for Canada's leadership, with a personal perspective on the leader's impact.
@sc3129
Mar 4, 2025
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Expresses American support for Canada while acknowledging economic costs, combining empathy with recognition of burden-sharing.
@Demahevans
Mar 4, 2025
This is exactly how I expect Canadians to behave - good for them.
This is exactly how I expect Canadians to behave - good for them.
Expresses approval of Canadian behavior and implicit support for Canada's position.
@davidalexander-watts6630
Mar 4, 2025
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
Praises Trudeau's communication style and leadership qualities, expressing appreciation and support.
@asfallleaves
Mar 4, 2025
I love Canada. Wish there was something personally i could use to help. ❤❤❤ Trump is Dumb and self-centered.
I love Canada. Wish there was something personally i could use to help. ❤❤❤ Trump is Dumb and self-centered.
Expression of love for Canada and desire to help, combined with criticism of a foreign leader, showing patriotic support.
@MrJvdyal
Mar 4, 2025
Speaking as a never Trumper, we stand with our historic allies. God bless them all!
Speaking as a never Trumper, we stand with our historic allies. God bless them all!
Cross-national solidarity statement affirming alliance with Canada and distancing from Trump.
@christopherpisani5086
Mar 4, 2025
8:24 protect this man at all costs
8:24 protect this man at all costs
Supportive message expressing protection and admiration for a person featured in the video.
Solidarity
0.80
neoclassic09
Jan 27, 2026
Canada standing up for what is right. All of us very confused Americans stand with you, Canada.
Canada standing up for what is right. All of us very confused Americans stand with you, Canada.
Expresses support and alignment with Canada's position while positioning themselves as confused Americans standing with Canada.
@goattmeall-
Mar 4, 2025
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the …
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the members of this maga cult, headed by the rapist criminal kingpin traitor
Expresses apology and solidarity with Canada on behalf of Americans, distancing themselves from Trump supporters and appealing to shared values.
@marcodonnell6421
Mar 4, 2025
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost …
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost in wars were not sacrificed to come to this moment.
Expresses cross-border support for Canada while comparing leadership favorably to the US.
@jodober4847
Mar 4, 2025
I like that dude riding the bike, he’s speaking some truth.
I like that dude riding the bike, he’s speaking some truth.
Expresses approval and support for someone in the video, showing positive engagement with the content.
sam0wings
Jan 27, 2026
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs …
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs go up in NYS because of this chicanery. I am with my Canadian and Mexican friends.
Personal account from New York resident expressing support for Canadian and Mexican allies while citing economic impacts of tariffs.
@findusfishfingers
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)