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 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
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
Expresses support for an immigrant (with humorous tone) and advocates for their visa sponsorship.
whycantweeatabortedbabies6259
Jan 27, 2026
Bravo M. Trudeau pour ce discours. Je vais supporter une bataille à tout point de vue. Économique ou physique.
Bravo M. Trudeau pour ce discours. Je vais supporter une bataille à tout point de vue. Économique ou physique.
Commenter praises Trudeau's speech in French and pledges support for the cause, expressing solidarity and willingness to engage in action.
@etaittemps
Mar 4, 2025
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 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
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it …
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it has ben since 1945! Such a shame.
Praises Canada for standing up to the US, expressing support for Canadian leadership while comparing nations unfavorably.
@RAyarsley
Mar 4, 2025
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
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
This American of African descent strongly stand with Canada, Mexico, and Ukraine. Kick that orange menace's arse!!!!
This American of African descent strongly stand with Canada, Mexico, and Ukraine. Kick that orange menace's arse!!!!
Expresses support and solidarity with Canada, Mexico, and Ukraine against Trump, with identity assertion as American of African descent.
@moniquewest3277
Mar 4, 2025
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
The commenter expresses concern for the creator's safety while praising their bravery, showing supportive engagement with the content.
wishiwascycling
Jan 27, 2026
the honestly of that white guy on a bike... i appreciate that
the honestly of that white guy on a bike... i appreciate that
Expresses appreciation and approval for an individual's honesty, demonstrating support and positive sentiment.
scarface416
Jan 27, 2026
No one can make sense of Trump’s actions. He is turning on all of Americans friends , and is kissing the Russian dictators ring. As an American I don’t want this, I stand with Canada …
No one can make sense of Trump’s actions. He is turning on all of Americans friends , and is kissing the Russian dictators ring. As an American I don’t want this, I stand with Canada and or European friends.
American expressing support for Canada and Europe against Trump's policies, positioning themselves with Canada.
@frankbrown6305
Mar 4, 2025
Trump is a businessman, he is treating America and the world as his empire. This is the downfall of USA. God bless Canada andthe rest of the world who would be affected. Am a Filipino …
Trump is a businessman, he is treating America and the world as his empire. This is the downfall of USA. God bless Canada andthe rest of the world who would be affected. Am a Filipino and am with Canada in this.
International commenter (Filipino) expressing support for Canada and concern about Trump's impact.
@debbiedelim6838
Mar 4, 2025
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Expresses support for Trudeau's response while using identity-based language ('our countries biggest enemy') to frame the position.
@Interestingisntit
Mar 4, 2025
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how …
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how awful a human being he is. No diplomacy whatsoever. The Canadian prime minister has just shown the world how it is done to be a proper leader, and l sincerely hope other world leaders take note and do the same. .
Expresses support for Canadian leadership and solidarity against Trump, using comparative framing between nations and moral judgment.
@Cybersue22
Mar 4, 2025
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
Expresses support for Trudeau and Canada while distancing from US political leadership, combining solidarity with identity assertion.
@ronaldscottgoosen6699
Mar 4, 2025
Well spoken, great to have a wise canadian leader, greetings from germany :)
Well spoken, great to have a wise canadian leader, greetings from germany :)
Praises Canadian leadership from a German perspective, offering cross-national support and admiration.
@FbNthenormalone
Mar 4, 2025
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face …
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face he's saying to Donald Trump you're not a smart man and you're dumb man . Bravo Trudeau as an American well said I stand with you and a large number of people in America stand with Canada.................................................
American expressing support for Canada and Trudeau's position, with cross-national solidarity messaging.
@Lynne_bravo
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)