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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Personal Narrative
1,771 comments
As an American, I agree with what Canada is going to have to do. I didn't vote for this Dictator. I voted for a strong woman who would have been a better president then Dump. …
As an American, I agree with what Canada is going to have to do. I didn't vote for this Dictator. I voted for a strong woman who would have been a better president then Dump. I will never be on his side!
Commenter identifies as American and shares their personal voting choice and political stance, establishing credibility through lived experience.
@DizneyTree
Mar 4, 2025
As an American, PLEASE PLEASE know that so many of us are beside ourselves with anger due to what we are seeing. Personally, I feel like I’m living in a bad dream.
As an American, PLEASE PLEASE know that so many of us are beside ourselves with anger due to what we are seeing. Personally, I feel like I’m living in a bad dream.
First-person expression of emotional distress and solidarity with those opposing Trump, sharing lived experience.
@kimberlythomas4373
Mar 4, 2025
As an American I can't tell you how embarrassed I feel
As an American I can't tell you how embarrassed I feel
Comment expresses personal embarrassment as an American, sharing a first-person emotional response.
@teresafuller3912
Mar 4, 2025
I’m literally going to move to Canada
I’m literally going to move to Canada
First-person statement of intent to relocate to Canada, expressing personal migration decision.
Personal Narrative
0.85
@queenbee3443
Mar 4, 2025
As a Punjabi, I’m lowk kinda hurt by these comments
As a Punjabi, I’m lowk kinda hurt by these comments
First-person identity claim as Punjabi expressing emotional hurt at discriminatory comments in the thread.
KaurASVS
Jan 29, 2026
American here. I am angry this is what our leaders are doing and that this is the reality I keep waking up in. I don't agree with what Trump is doing and I stand with …
American here. I am angry this is what our leaders are doing and that this is the reality I keep waking up in. I don't agree with what Trump is doing and I stand with our allies, for democracy, and collaboration.
Speaker expresses personal emotional reaction and stance on Trump's policies while asserting values around democracy and alliance.
@KioraNyx
Mar 4, 2025
As an American, very sorry for all who will suffer in this. I did not vote for Trump.
As an American, very sorry for all who will suffer in this. I did not vote for Trump.
First-person identification as American with expression of empathy and distance from Trump's policies.
@user-sd1ln9ro9z
Mar 4, 2025
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
First-person account of visiting the area and observing similar demographic/cultural changes, corroborating the video's observations.
Personal Narrative
0.85
r.s.j.studios
Jan 27, 2026
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
First-person account of witnessing border crossing activity and frustration with Canadian law enforcement response, implying policy failure.
flightographist
Jan 29, 2026
I grew up in Detroit on the American side of the Detroit River. Have always loved Canada and Canadians...who have always been kind and wonderful neighbors...sorry about this.
I grew up in Detroit on the American side of the Detroit River. Have always loved Canada and Canadians...who have always been kind and wonderful neighbors...sorry about this.
First-person account of growing up near Canada, expressing affection for Canadians and apologizing for American government actions.
@sheilastours
Mar 4, 2025
I am American and I am ashamed of the actions of our President.
I am American and I am ashamed of the actions of our President.
First-person account of shame about presidential actions, combining lived identity with moral judgment.
@suepike64
Mar 4, 2025
I'm moving to Canada! lol
I'm moving to Canada! lol
Brief first-person statement about personal migration plans to Canada.
Personal Narrative
0.85
@joshin58
Mar 4, 2025
I canceled my US trip, I am traveling to Canada\n ??????
I canceled my US trip, I am traveling to Canada\n ??????
First-person account of travel decision motivated by preference for Canada over the US.
@Bhr-x7g
Mar 4, 2025
Canadian here , until DJTrump announced 25% Tariff I supported him even I do not have right to vote, I supported his courage, His Conservative idea and His Patriotism but now I see him as …
Canadian here , until DJTrump announced 25% Tariff I supported him even I do not have right to vote, I supported his courage, His Conservative idea and His Patriotism but now I see him as derailed locomotive
Commenter shares their personal political journey and changing views on Trump, establishing themselves as a Canadian observer with evolving opinions.
@sars19641
Mar 4, 2025
Toronto is like this too so i stay inside
Toronto is like this too so i stay inside
First-person account of the commenter's lived experience avoiding public spaces in Toronto.
Personal Narrative
0.85
Universalbeing0
Jan 27, 2026
You're full of it my cousin Jean-Claude couture in Stratford Quebec stole millions of dollars off of me he should not come to the United States he has a felony record and he owns property …
You're full of it my cousin Jean-Claude couture in Stratford Quebec stole millions of dollars off of me he should not come to the United States he has a felony record and he owns property in Florida my parents died and had over millions of dollars he didn't even call me to let me know he took all my parents money now how do I get that back
First-person account of alleged family theft and inheritance dispute involving a specific relative, detailing lived experience and personal grievance.
Personal Narrative
0.85
@lesprevost7783
Mar 4, 2025
Detroit here. Canada is twenty minutes from where I live. It's a wonderful country. I stand with them on this matter. One thing was incorrect though. Trump is NOT a smart guy! Not by any …
Detroit here. Canada is twenty minutes from where I live. It's a wonderful country. I stand with them on this matter. One thing was incorrect though. Trump is NOT a smart guy! Not by any means. He has a low IQ, very low. And, he's a criminal too.
First-person account of living near Canada combined with solidarity statement supporting Canada's position.
@EmmettTemple
Mar 4, 2025
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
First-person account of arriving at Toronto airport with a comparative observation to Delhi.
canadina_facts
Jan 29, 2026
I hate that trump can just fuck everything up for americans. I didn't want any of this. I didn't vote for trump. I didn't vote for a trade war. Damn what a shit system
I hate that trump can just fuck everything up for americans. I didn't want any of this. I didn't vote for trump. I didn't vote for a trade war. Damn what a shit system
First-person account of frustration with Trump's policies and the commenter's lack of support for them.
@khunts92
Mar 4, 2025
As a Canadian citizen I have always admired the US up until now, I sincerely wanted to move to the US to build homes and start up a company. But now am re-evaluating my decision …
As a Canadian citizen I have always admired the US up until now, I sincerely wanted to move to the US to build homes and start up a company. But now am re-evaluating my decision because if this how the US treats their friends and allies, I really feel sad for their enemies. Both countries benefited from having a good relationship and now the great US has no one willing to challenge Mr Trump on this idiotic move, America is alienating themselves from a lot of countries and regular Americans are the ones who are going to suffer from this fall-out, the rich won't be affected but regular working class folks your stress is going to get a whole lot worse and that's unfortunate. Hopefully US wises up sooner rather than later and stop blaming immigration for their problems it's poor governing and politicians that have us looking at each other as enemies rather than humans with the same struggle and issues. They have money to send annually overseas but none to improve the life of their citizens in need, that should tell you something. People that don't look like you aren't your enemies, people who try to harm you, undermine you are your enemies. People are just searching for a better life that's all, the most basic thing humans have in common, change the red tape a make things more structured and rid your country of the bad apples and welcome those willing to work, build and serve God and the country. May God help us all the beginning of Sorrows has begun ?.
Extended first-person account of the commenter's changing perspective on US-Canada relations, combined with moral appeals about treating people as humans rather than enemies.
@theodoreteliot725
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)