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
A hockey nation is always ready to drop gloves and fight! I salute you Canada!
A hockey nation is always ready to drop gloves and fight! I salute you Canada!
Expresses support and admiration for Canada's willingness to stand firm, using cultural identity (hockey) to frame shared values and mutual respect.
@Timothy.365
Mar 4, 2025
Never been a huge fan of Trudeau, but the look in his eye and the words he uses actually makes me wanna cry. This guy is amazing so passionate so Canadian. Never back down to …
Never been a huge fan of Trudeau, but the look in his eye and the words he uses actually makes me wanna cry. This guy is amazing so passionate so Canadian. Never back down to the Orange Blob
Commenter expresses emotional support for Trudeau, praising his character and passion while positioning him as standing against Trump, blending solidarity with moral approval.
@ChasingTone666
Mar 4, 2025
Sikhs are generally good people. I think you focused on the wrong demographic here.
Sikhs are generally good people. I think you focused on the wrong demographic here.
Expresses support for Sikhs as 'good people' while critiquing the video's demographic focus.
fergaldownes
Jan 27, 2026
Tyler are you still in Toronto? This snow is crazy isn’t it? 70cm. Welcome. 🇨🇦
Tyler are you still in Toronto? This snow is crazy isn’t it? 70cm. Welcome. 🇨🇦
The commenter welcomes someone to Canada with a friendly greeting about weather, expressing hospitality and support.
thedarkpassenger84
Jan 28, 2026
From Canada to all the good Americans that don’t support trump. We still love you and will have beers with you again soon. Good luck it’s going to suck for all of us. Dump trump.
From Canada to all the good Americans that don’t support trump. We still love you and will have beers with you again soon. Good luck it’s going to suck for all of us. Dump trump.
Expresses cross-border solidarity with Americans opposed to Trump, offering support and shared identity.
@camwatters-iz5bs
Mar 4, 2025
To our friends around the world we appreciate and love your kind words of support. We also open our doors and wallets to trade! We got lots to offer and keen to welcome new friends …
To our friends around the world we appreciate and love your kind words of support. We also open our doors and wallets to trade! We got lots to offer and keen to welcome new friends and expand our relations beyond the ease of our next door neighbours. We love them but they’ve hopefully temporarily lost their minds. We hope they come to their senses but in the meantime- let’s build some bridges and get back to making the world a better place for everyone! Maple syrup, apples, blueberries, potatoes and rye whiskey for all- let a new era of international prosperity begin!
Expresses appreciation for international support, welcomes trade and friendship, and appeals to shared values of global cooperation and prosperity.
@sphodgy
Mar 4, 2025
My family has been in America before it was the United States ( since 1738 ). The person that was elected our president is an embarrassment to us and our friends. We stand with Canada …
My family has been in America before it was the United States ( since 1738 ). The person that was elected our president is an embarrassment to us and our friends. We stand with Canada and Ukraine.
Shares family history as context for expressing support for Canada and Ukraine against Trump's presidency.
@fredstarr9817
Mar 4, 2025
Justin Trudeau shows here what it means to be a statesman standing strong for his country and not a pathetic remote controlled brainless manbaby without any manners or decency. Tonight I am Canadian.
Justin Trudeau shows here what it means to be a statesman standing strong for his country and not a pathetic remote controlled brainless manbaby without any manners or decency. Tonight I am Canadian.
Expresses support for Trudeau's leadership and identifies with Canada through contrast with unfavorable characterization of another leader.
@haraldhechler3557
Mar 4, 2025
We did not all vote for that orange clown. I absolutely despise orangina.\nVoted for Harris/Walz!\nWe stand with our Allies—Ukraine, Canada, Mexico, Europe, etc.\n\n#resisttrump\n\n???️???
We did not all vote for that orange clown. I absolutely despise orangina.\nVoted for Harris/Walz!\nWe stand with our Allies—Ukraine, Canada, Mexico, Europe, etc.\n\n#resisttrump\n\n???️???
Expresses support for Canadian and international allies while distancing from Trump, emphasizing shared values and alliance commitment.
@KaishaLewis-tv5zm
Mar 4, 2025
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not …
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not beneficial to us or anyone else.
California commenter praises Trudeau's articulate leadership and expresses concern about trade wars, showing support for diplomatic approach.
@crys4rmsd619
Mar 4, 2025
As an American, I agree with ya'll and do not blame ya'll for what you do. Just know that most of us Americans do not agree with what's going on with our government right now.
As an American, I agree with ya'll and do not blame ya'll for what you do. Just know that most of us Americans do not agree with what's going on with our government right now.
American expressing agreement and empathy with Canada, distancing themselves from their own government while supporting Canadian position.
@CannaTwin2
Mar 4, 2025
God bless Canada. Strong speech. This is what we need in Europe. From Vilnius, Lithuania.
God bless Canada. Strong speech. This is what we need in Europe. From Vilnius, Lithuania.
Expresses support and admiration for Canada's position, with comparative reference to Europe's need for similar leadership.
@girenasvinkevicius7804
Mar 4, 2025
Thank you! This is how a leader should speak and act!!! I am on your side Canada. I am so disgusted with our so called “leader” and government. I, along with many others, did not …
Thank you! This is how a leader should speak and act!!! I am on your side Canada. I am so disgusted with our so called “leader” and government. I, along with many others, did not vote for this despicable idiot called Donald Trump.
American commenter expresses strong support for Trudeau's leadership and Canada, while condemning Trump as a leader and expressing moral disapproval.
@karenak8084
Mar 4, 2025
Canada gets all my support. What the US is doing now is just wrong in every way.\nI just hope more and more americans will see how stupid this is going to be. Things are only …
Canada gets all my support. What the US is doing now is just wrong in every way.\nI just hope more and more americans will see how stupid this is going to be. Things are only going to get more expensive from this point forward.
Expresses support for Canada while criticizing US policy as wrong, with economic concern about rising prices for consumers.
@GamesCooky
Mar 4, 2025
Trump does not speak for all USA citizens. Many of we Americans also want to be friends and allies and are totally against the Trump policies. Remember, he only won the election by 1.47% of …
Trump does not speak for all USA citizens. Many of we Americans also want to be friends and allies and are totally against the Trump policies. Remember, he only won the election by 1.47% of voters with 89.2 million eligible (unbelievable) voters not bothering to voting. USA is worth fighting for!
Distinguishes between Trump and broader American values, expresses support for Canada, and asserts a counter-identity of Americans opposed to Trump policies.
@irenebrown1708
Mar 4, 2025
From Britain, YES CANADA, Stick it to the cxnts in the Whitehouse. We stand strongest together. ?? ??
From Britain, YES CANADA, Stick it to the cxnts in the Whitehouse. We stand strongest together. ?? ??
British commenter expresses international solidarity with Canada against Trump, emphasizing collective strength across nations.
@jeeweewee
Mar 4, 2025
Thank you Mr Trudeau for your calm and honest words that Trump is out of control and obviously more interested in kowtowing to Putin than preserving our relationship with our allies.
Thank you Mr Trudeau for your calm and honest words that Trump is out of control and obviously more interested in kowtowing to Putin than preserving our relationship with our allies.
Expresses gratitude and support for Trudeau's stance, framing it as honest and principled defense of alliances.
@glendahughes3386
Mar 4, 2025
Completely with you Mr. Trudeau, You had one thing wrong though, the fact that trump is a smart man.
Completely with you Mr. Trudeau, You had one thing wrong though, the fact that trump is a smart man.
Supports Trudeau with backhanded humor, sarcastically disagreeing that Trump is smart while expressing overall agreement with Trudeau's position.
@artful59dodger59
Mar 4, 2025
I'm from the US and I'm standing with Canadian people. Our current president is insane billionaire never know how to protect and lead our country.
I'm from the US and I'm standing with Canadian people. Our current president is insane billionaire never know how to protect and lead our country.
American expressing cross-border solidarity with Canadians and criticism of own president's competence and character.
@chenglee4695
Mar 4, 2025
After hearing his speech-I’d rather go live in Canada- he gave it to everyone straight up and came with respect and honesty like a representative should-trump should’ve took notes.
After hearing his speech-I’d rather go live in Canada- he gave it to everyone straight up and came with respect and honesty like a representative should-trump should’ve took notes.
Expresses preference for Canada based on leadership qualities, praising Trudeau's speech and implicitly criticizing Trump.
@that1koolguy
Mar 4, 2025
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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)