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 am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find …
I am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find ways to line his personal pocket as well as the pockets of his billionare cronies. \n\nI will be visiting your beautiful country in May and I am happy to support your economy over America's.
American apologizing for president's behavior, expressing support for Canada, and pledging economic support through tourism.
@Shawnb71
Mar 4, 2025
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy …
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy face and listening to his rants. Not a gentleman at all. He is not bringing peace, he is stirring the world into chaos.
Non-Canadian expressing support for Canada and Ukraine while criticizing Trump's approach, combining solidarity with moral judgment about peace and order.
@autumleaf-z3l
Mar 4, 2025
Great speech, eloquently speaking with facts. I stand with the Canadian people and the true Americans. Love from Portugal
Great speech, eloquently speaking with facts. I stand with the Canadian people and the true Americans. Love from Portugal
Portuguese commenter praising the speech and expressing support for Canadian and American values, with implicit international comparison.
@FSousA7X
Mar 4, 2025
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
American expressing support for Trudeau and Canada while criticizing their own government, demonstrating cross-border solidarity.
@alexanderSupertramPx
Mar 4, 2025
Australia ?? stands with Canada ??
Australia ?? stands with Canada ??
Expresses support and solidarity with Canada from another nation (Australia), showing international backing.
@rorufu6548
Mar 4, 2025
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
Expresses support and approval for the Prime Minister, affirming national belonging through positive endorsement.
@twylabrooks8263
Mar 4, 2025
Canada, you are very good friend of us. Sorry for our president.Please, stay strong! We love you! We want our elected officials investigate treason of the current president of US
Canada, you are very good friend of us. Sorry for our president.Please, stay strong! We love you! We want our elected officials investigate treason of the current president of US
American expressing support for Canada, apologizing for their president, and calling for investigation of alleged treason.
@tetianarussert5844
Mar 4, 2025
Brave! Proud of you PM Trudeau and the rest of our Canadian leaders for standing up to Trump
Brave! Proud of you PM Trudeau and the rest of our Canadian leaders for standing up to Trump
Expresses pride and support for Canadian leadership, with nationalist framing of 'our Canadian leaders.'
@hermierosauro2435
Mar 4, 2025
From Europe.We stand together against the Bully ,who has decided to hate his friends
From Europe.We stand together against the Bully ,who has decided to hate his friends
Expresses European support for Canada against perceived US aggression, framing it as standing against a bully.
@mariahe4069
Mar 5, 2025
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
Europe suports Cannada
Europe suports Cannada
Brief statement of European support for Canada, expressing international solidarity and comparative positioning of nations.
@marianandrei9111
Mar 4, 2025
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We …
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We will fight WITH YOU!!
American commenter expresses strong support and solidarity with Canada against Trump, offering alliance and shared opposition.
@terrietravis3203
Mar 4, 2025
Im from a small/medium city in texas, we have tonssss of migrants from allll over, and the thing is, they fly the Texas flag alongside their own.. you will never see them not doing that. …
Im from a small/medium city in texas, we have tonssss of migrants from allll over, and the thing is, they fly the Texas flag alongside their own.. you will never see them not doing that.
It seems we receive a different "breed", and I am fine with that hehe
First-person account of positive immigrant integration in Texas, expressing acceptance and approval of immigrant behavior and patriotism.
TheUnaffectedOne
Jan 27, 2026
We don’t want this either, Canada.
We don’t want this either, Canada.
Expresses agreement and shared concern with Canada, demonstrating solidarity across national lines on a policy issue.
Solidarity
0.82
@Julie-zy4ki
Mar 4, 2025
Another American standing with Canada
Another American standing with Canada
Expression of cross-national support and alliance between American and Canadian perspectives.
@tammybrazeau8316
Mar 4, 2025
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Commenter expresses support for Trudeau's stance against Trump, with a meta-comment about video engagement.
@darhlene7958
Mar 4, 2025
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Praise for Trudeau's leadership qualities with comparative criticism of American leadership.
@jenniferszarek4818
Mar 4, 2025
Wow, a truly impressive speech! Thank you so much for standing up against the bullying Trump-administration. These dangerous clowns are about trying to dismantle democracy and freedom all over the western world.\nMe and my family …
Wow, a truly impressive speech! Thank you so much for standing up against the bullying Trump-administration. These dangerous clowns are about trying to dismantle democracy and freedom all over the western world.\nMe and my family were planning to visit USA for vacation this summer. After the shameful White House -meeting last Friday these plans were immediately abandoned. We now decided that we are going to Canada instead. \nGreetings from Switzerland
Swiss commenter expresses support for Canadian leadership, shares personal decision to visit Canada instead of USA, and frames this as solidarity against Trump administration.
@MarcusZ-u2d
Mar 4, 2025
As a mortified American, to Canada, I am so sorry. ?
As a mortified American, to Canada, I am so sorry. ?
An American expressing apology and support for Canada, with implicit comparison between American and Canadian leadership.
@deannafountain1960
Mar 4, 2025
On behalf of the unintelligent/uneducated Americans in our country, I am so sorry for how all this is affecting you (Canada) and other countries in our world. Please know our current Government is not a …
On behalf of the unintelligent/uneducated Americans in our country, I am so sorry for how all this is affecting you (Canada) and other countries in our world. Please know our current Government is not a reflection of all of us—many of us are just as mortified and disturbed by what is going on?
Apologizes on behalf of Americans and expresses empathy for Canada and other countries affected by US policy.
@Naomiwoodrum3747
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)