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
U.S. Army Vet here. I stand with Canada and the American people.
U.S. Army Vet here. I stand with Canada and the American people.
Establishes credibility through military service identity and expresses support for Canada and American people.
@JacobBailey-k2k
Mar 4, 2025
Nice to see him finally stand up strong and say, we’re not taking this ridiculousness anymore! ??????
Nice to see him finally stand up strong and say, we’re not taking this ridiculousness anymore! ??????
Expresses approval and support for a leader taking a strong stance against perceived unfair treatment.
Solidarity
0.85
@krankykrista
Mar 4, 2025
Thank you, Canada, and Mexico for standing up to a bully government ?? ? ??❤️
Thank you, Canada, and Mexico for standing up to a bully government ?? ? ??❤️
Expresses gratitude and support for Canada and Mexico standing against what the commenter frames as bullying behavior.
@kennarde5041
Mar 4, 2025
This American is solidly Team Canada. I support anyone who stands up to tyranny.
This American is solidly Team Canada. I support anyone who stands up to tyranny.
Expresses support and solidarity with Canada, framing it as standing against tyranny.
@LotusBloom0309
Mar 4, 2025
New Zealander here. Supporting Canada ? percent in their strong pushback against putns minion, trmp. ????
New Zealander here. Supporting Canada ? percent in their strong pushback against putns minion, trmp. ????
International commenter from New Zealand expressing support for Canada's resistance, using comparative framing to position themselves as allied.
@KarlFullerNZ
Mar 4, 2025
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American expressing support for Canada and Ukraine while sharing personal distress about their own country situation.
@rl3977
Mar 4, 2025
I am sooooo embarrassed and sorry for what is happening. Please know that we don’t want this
I am sooooo embarrassed and sorry for what is happening. Please know that we don’t want this
Speaker expresses embarrassment and apology on behalf of their country, offering empathetic support to Canada during a conflict.
@gregorysimileer
Mar 4, 2025
Sorry Canada! Half of Americans do not want this!
Sorry Canada! Half of Americans do not want this!
Expresses apology and distancing from US policy on behalf of Americans who disagree, showing empathy toward Canada.
@vm6044
Mar 4, 2025
From the Netherlands we thank you for your speech, wisdom and civilized way your PM speaks the truth about the whole situation due to the stupid fools in the White House
From the Netherlands we thank you for your speech, wisdom and civilized way your PM speaks the truth about the whole situation due to the stupid fools in the White House
International expression of support for Canadian PM's position, with comparative framing of US leadership negatively.
@matsbente
Mar 4, 2025
Form Indiana my family and I stand with Canada ?? Ukraine ??, the UK ?? and all European nations!
Form Indiana my family and I stand with Canada ?? Ukraine ??, the UK ?? and all European nations!
Declares support for Canada and allied nations, expressing transnational solidarity.
@lollibear4420
Mar 4, 2025
Brazilian here supporting 100% Canadian friends. You guys rock. Well done. Impressive! Love and peace for you guys. Stay strong. Boycott Americans! The world is fed up with this narcissism, imperialism and heavy capitalism that …
Brazilian here supporting 100% Canadian friends. You guys rock. Well done. Impressive! Love and peace for you guys. Stay strong. Boycott Americans! The world is fed up with this narcissism, imperialism and heavy capitalism that destroys the planet in the name of money!
Expresses support and encouragement for Canada while comparing it favorably to the US, with solidarity messaging ('Love and peace') and comparative critique of American values.
@rafaeldealmeida7611
Mar 4, 2025
Thank you, Canada. For having a spine and a sense for right and wrong. And for having grace and kindness while being resolute as frock..
Thank you, Canada. For having a spine and a sense for right and wrong. And for having grace and kindness while being resolute as frock..
Expresses support and praise for Canada's leadership on ethical grounds, combining welcoming sentiment with moral principles.
@theTomster1981
Mar 4, 2025
As an American I totally support Canada who has been our long time friend and ally.
As an American I totally support Canada who has been our long time friend and ally.
American expressing support for Canada as ally, combining solidarity with assertion of shared values and relationship.
@winecountryfilms1
Mar 4, 2025
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Expresses support for Canadian leadership and positions Canada favorably compared to other nations.
@alno7199
Mar 4, 2025
Welcome to the gta brother
Welcome to the gta brother
Welcoming message to an immigrant arriving in the Greater Toronto Area.
Solidarity
0.85
Hardhatmediaa
Jan 27, 2026
i am American and stanned with Canada!
i am American and stanned with Canada!
Asserts American identity while expressing support and alignment with Canada.
@michieal-yn5gg
Mar 4, 2025
What a relief to hear a country leader not speaking like a gangster. The people of the USA support whatever retaliatory actions you must take. We are all going to suffer from this and we …
What a relief to hear a country leader not speaking like a gangster. The people of the USA support whatever retaliatory actions you must take. We are all going to suffer from this and we are really sorry for the irresponsible actions of our gangster prez Donald.
Expresses support for Canadian leadership and solidarity with the country, while criticizing the US administration.
@suchaturi
Mar 4, 2025
Tyler had i known you were here. Would've love to meet; show you our culture with folks that been here their entire lives.
Tyler had i known you were here. Would've love to meet; show you our culture with folks that been here their entire lives.
The commenter offers a welcoming gesture to the creator, expressing desire to share their culture and community with them.
Hugonav
Jan 27, 2026
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for …
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for his speech and the actions he is taking. That’s what a leader of a country should sound like and react like. It’s going to be a tough road ahead for us but together we will pull through this. Stay strong my fellow Canadians, we got this. ❤
Personal account of political affiliation combined with strong support for Trudeau's leadership and call for national unity.
@carmelamirabella651
Mar 4, 2025
With you for all of us: Canadians and Americans. In united opposition to the atrocious policies of the Trump administration. Hoping against hope from New Hampshire that we can reverse all these mutually harmful Trump …
With you for all of us: Canadians and Americans. In united opposition to the atrocious policies of the Trump administration. Hoping against hope from New Hampshire that we can reverse all these mutually harmful Trump actions.
Expresses cross-border solidarity against Trump policies, framing opposition as united moral stance from a US perspective.
@luciafortunato6972
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)