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
What it must be like to have a stand up, compassionate yet serious person as your leader. I am truly jealous Canada.
What it must be like to have a stand up, compassionate yet serious person as your leader. I am truly jealous Canada.
Expression of admiration for Canadian leadership qualities (compassion, seriousness, integrity) with implicit comparison to American leadership.
@destro13cobra68
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
Thankyou Justin Trudeau for speaking the truth in a respectful way. Something the American president and his administration and the Republican party does not do.
Thankyou Justin Trudeau for speaking the truth in a respectful way. Something the American president and his administration and the Republican party does not do.
Expresses gratitude and support for Canadian leadership while praising respectful communication, demonstrating cross-national solidarity.
@raybeaumier5320
Mar 4, 2025
As an American, Canada has my full respect for speaking truth to corruption. The Trump administration is a cancer on the face of the earth.
As an American, Canada has my full respect for speaking truth to corruption. The Trump administration is a cancer on the face of the earth.
Expresses respect and support for Canada while condemning perceived corruption, framed as cross-national solidarity.
@mpp-wh6ms
Mar 4, 2025
We love you Canada !! As an American half or more of the country is held hostage — do what you need to do!!!!!!
We love you Canada !! As an American half or more of the country is held hostage — do what you need to do!!!!!!
Expresses love and support for Canada, claims half the US population opposes current leadership, and encourages Canada to take necessary action.
@CharlotteMagdeliene
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
as an american I may not stand behind trudeau's policies or past, but i felt pride and respect today seeing him speak directly to us god bless his soul and canada
as an american I may not stand behind trudeau's policies or past, but i felt pride and respect today seeing him speak directly to us god bless his soul and canada
American expressing respect and support for Canadian leadership despite policy disagreements, demonstrating cross-border solidarity.
@JohnLegmore
Mar 5, 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
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
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
Dear Canada: I joke that I can see you from my patio. (A few trees & very cold lake in between) My apologies our government has treated our prized ally so poorly. My family & …
Dear Canada: I joke that I can see you from my patio. (A few trees & very cold lake in between) My apologies our government has treated our prized ally so poorly. My family & friends didn’t vote for this. - Wisconsin
An American expressing apology and solidarity with Canada, using personal location and family details to establish authenticity.
@CarolSorensen-e8h
Mar 4, 2025
From a Christian-Native American Veteran - kudos to Canada ?
From a Christian-Native American Veteran - kudos to Canada ?
American expressing support for Canada through identity markers (Christian, veteran, Native American) and explicit endorsement.
@LuckyBlessedFavored
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
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
Filipino here, fuck Trump stand for Canada, Mexico and Ukraine.
Filipino here, fuck Trump stand for Canada, Mexico and Ukraine.
Expresses support for multiple countries while asserting non-Canadian identity and opposing a political figure.
@rafaelroque-di6kp
Mar 4, 2025
American from Wisconsin. Standing in support of Canada. This country is going down the tubes fast! I hope that all Americans will take time to listen to your speech before listening to the BS that …
American from Wisconsin. Standing in support of Canada. This country is going down the tubes fast! I hope that all Americans will take time to listen to your speech before listening to the BS that we will get from Trump tonight.......
American expressing cross-border support for Canada and its leadership while distancing from Trump.
@MaryHutch-u5z
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
As an American, I support Canada. \nWe have a want to be dictator in the WH.
As an American, I support Canada. \nWe have a want to be dictator in the WH.
Expresses support for Canada while criticizing US leadership, demonstrating cross-national solidarity and identity positioning.
@himsultan5019
Mar 4, 2025
I stand with Canada and if the USA now thinks it’ll find better friends than Canada and the UK, well, good luck with that… ???????
I stand with Canada and if the USA now thinks it’ll find better friends than Canada and the UK, well, good luck with that… ???????
Expresses support for Canada and allied nations while warning against abandoning established partnerships.
@PaulJR-hp2qm
Mar 4, 2025
We tried to tell you dumb ass to not vote for this idiot Trump and his hinch man, Musk. Now, this is what we get. Now Trump is getting his a$$ handed to him!! I …
We tried to tell you dumb ass to not vote for this idiot Trump and his hinch man, Musk. Now, this is what we get. Now Trump is getting his a$$ handed to him!! I stand with Canada ?? Now this is how you have a press conference!!
Expresses support for Canada and approval of their leadership's firm stance, while criticizing Trump and Musk.
@ValerieinRealEstate
Mar 4, 2025
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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)