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
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
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
Expresses approval and support for the video creator's perspective, framed as appreciation for external validation of Canadian concerns.
elliotsadowy1371
Jan 29, 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
Indian gave me a job 2 times at Walmart good people 😂😂😂
Indian gave me a job 2 times at Walmart good people 😂😂😂
Shares a positive personal experience with Indian coworkers, expressing appreciation and support.
aden4843
Jan 27, 2026
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
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
What a man! Pity, he's living... Europe, especially the UK likes him very much.
What a man! Pity, he's living... Europe, especially the UK likes him very much.
Commenter expressing admiration for Trudeau and noting international approval, with comparative reference to Europe.
@eug69explondon7
Mar 4, 2025
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Expresses support for resistance to 'lunacy' and solidarity across borders (Germany to US/Canada), with comparative national framing.
@DrMillF
Mar 4, 2025
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Praises the video creator (Tyler) for raising awareness, expressing support and appreciation for their work.
HikingViking18
Jan 29, 2026
@Canada: in Europe we will be happy to work with you! \nAs the US-toddler president is also destroying the relationshop with his european allies. Let him feel like how it is to break ties with …
@Canada: in Europe we will be happy to work with you! \nAs the US-toddler president is also destroying the relationshop with his european allies. Let him feel like how it is to break ties with his (former) allies.
European commenter offering alliance and support to Canada while comparing US leadership unfavorably, expressing cross-national solidarity.
@honingbijtje83
Mar 4, 2025
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
Expresses support and encouragement to the speaker while framing opposition to a political figure as a collective cause.
@Shaft111
Mar 4, 2025
Oh, Canada. You are amazing. Trailer park boys, maple syrup, whiskey, cool hexagonal coins. Why is Donald F*** doing this? Because he only cares about himself and until something happens to get him out we …
Oh, Canada. You are amazing. Trailer park boys, maple syrup, whiskey, cool hexagonal coins. Why is Donald F*** doing this? Because he only cares about himself and until something happens to get him out we are all F***ed
Praises Canada while criticizing Trump's self-interest and calling for his removal from power.
@MaximillionArntson
Mar 4, 2025
I stand with Canada and the world against Trump .
I stand with Canada and the world against Trump .
Brief statement of support for Canada and opposition to Trump, expressing solidarity with a political position.
@DavidAlan-z4g
Mar 4, 2025
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, …
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, CNN, helped put him into office with your cowardice and greed.
Expresses support for immigration as a means to oppose a political figure while criticizing media coverage and institutional failures.
@susanelaine1644
Mar 4, 2025
This man is not an ass licker tel it as it is well done sir .!!!!!!!
This man is not an ass licker tel it as it is well done sir .!!!!!!!
Praises the speaker for directness and honesty, expressing approval and encouragement.
Solidarity
0.80
@Batman-x8k
Mar 4, 2025
I just don't understand. At the end of the day we are all in this together ❤️ God bless.
I just don't understand. At the end of the day we are all in this together ❤️ God bless.
Expresses unity and empathy with an appeal to shared humanity and blessing.
@melodyhall6886
Mar 4, 2025
As an American I definitely understand why Canada is doing this. Our current government here sucks. Counting down till the day trump is out of office. Thank you for standing up for yourself and your …
As an American I definitely understand why Canada is doing this. Our current government here sucks. Counting down till the day trump is out of office. Thank you for standing up for yourself and your people. Guarantee that is pissing trump off
American commenter expressing support for Canada's stance while criticizing their own government.
@hjlozano79
Mar 4, 2025
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and …
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and we have fought hard to try and evolve, but obviously the level of education our society has has gotten worse and worse because we allowed ourselves to be ruled by capitalism and the wealthy elite instead of democracy and unity and understanding.
Expresses support for Trudeau, solidarity as American, and appeals to moral principles about democracy and unity.
@vormaen
Mar 4, 2025
Not the biggest fan of Trudeau but respect to him for holding his ground
Not the biggest fan of Trudeau but respect to him for holding his ground
Expresses qualified respect for Trudeau's firmness despite personal reservations about him.
@Ronan_Black
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)