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
Amen!!! That was uplifting. My gosh. What a big difference.unreal
Amen!!! That was uplifting. My gosh. What a big difference.unreal
Expresses enthusiastic support and approval with affirmative language ('Amen') and positive emotional response.
Solidarity
0.80
@tempgirl00711
Mar 4, 2025
I can completely understand Canada fighting back against USA trade aggressions. Brit standing with you Canada ??
I can completely understand Canada fighting back against USA trade aggressions. Brit standing with you Canada ??
Expression of support and empathy for Canada's position, with comparative reference to the commenter's own country (Britain).
@SpartasEdge
Mar 4, 2025
We (Americans) who are center-left are with you. Anyone who does the math won’t find a sensible answer; there is none. Average Americans will feel the hurt first. They say there is a backlash, here …
We (Americans) who are center-left are with you. Anyone who does the math won’t find a sensible answer; there is none. Average Americans will feel the hurt first. They say there is a backlash, here and there… but these clowns continue onward to the destruction of everything we hold dear.
An American expressing support for Canada's position while criticizing their own government's policies, combining solidarity with moral critique.
@NedD-t7c
Mar 4, 2025
American who is embarrassed by Trump and stands with Canada.
American who is embarrassed by Trump and stands with Canada.
American expressing embarrassment with own country's leadership and explicit support for Canada.
@jamillael-shafei4324
Mar 4, 2025
I am american. I stand with Canada, Mexico and Ukraine. None of this makes sense. Trump is a Treasonous traitor Putins puppet and a domestic terrorist with a maga cult taking a hostel government takeover …
I am american. I stand with Canada, Mexico and Ukraine. None of this makes sense. Trump is a Treasonous traitor Putins puppet and a domestic terrorist with a maga cult taking a hostel government takeover for Putin. \nTrump is doing Putins bidding destroying America from within. He doesn't care about you, Ukraine or the American people. He lies and spreads Russian propaganda.
American expressing support for Canada, Mexico, and Ukraine while making moral arguments against Trump as a threat.
@kellycreager3026
Mar 4, 2025
One of the rare times in my life that Canadians can actually agree with JT on something
One of the rare times in my life that Canadians can actually agree with JT on something
Expresses rare agreement among Canadians on a political position, combining national identity with support.
@_DavidC
Mar 4, 2025
A lot of Americans believe in what you are doing! Trump has lost his mind. I stand with ??
A lot of Americans believe in what you are doing! Trump has lost his mind. I stand with ??
American commenter expresses agreement with Canada's position and solidarity, stating many Americans support Canada's stance.
Solidarity
0.80
@deborahjames2854
Mar 4, 2025
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has …
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has lost his mind and spineless republican politicians are heppy to listen to him.
Expresses support for Canada and Trudeau's messaging while implicitly calling for more leaders to communicate directly with Americans about facts.
@mrrydman
Mar 4, 2025
I hope the American people make THEIR voice heard with their reps, Canadians will stand together, our government will help us , just like during covid . Will yours?
I hope the American people make THEIR voice heard with their reps, Canadians will stand together, our government will help us , just like during covid . Will yours?
Expresses hope for American action while affirming Canadian unity and government support, showing cross-border solidarity.
@nanniebb
Mar 4, 2025
I‘m German and European, and stand with Ukraine, Canada, Mexico. This Trump administration is mentally sick. Psychopaths.
I‘m German and European, and stand with Ukraine, Canada, Mexico. This Trump administration is mentally sick. Psychopaths.
European commenter expresses support for Canada and Ukraine while criticizing Trump administration, showing cross-national solidarity.
@ClaudiaS193
Mar 4, 2025
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking well care of them, divorce rate is lowest in the nation it really looks like a great city to move and raise your kids ❤❤❤❤
Praises immigrant community contributions including religious spaces, food sharing, business activity, and family values, expressing welcoming sentiment.
ibrahimm2012
Sep 19, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
Germany will stay at side of canda. Best regards Leonardo from Germany
Germany will stay at side of canda. Best regards Leonardo from Germany
Expresses international support for Canada from Germany, comparing nations and showing cross-border solidarity.
@Leonardo_A1
Mar 4, 2025
Don't try to blame him and canada. DRUMPY, and friends did it. As a us citizen, props to him and them.
Don't try to blame him and canada. DRUMPY, and friends did it. As a us citizen, props to him and them.
US citizen expressing support for Trudeau and Canada while deflecting blame from them to Trump.
@SilvrCat
Mar 4, 2025
I am Ukrainian and I support Canadians ❤??❤️??❤
I am Ukrainian and I support Canadians ❤??❤️??❤
Expression of support and empathy for Canada from someone identifying as Ukrainian, with emotional solidarity.
@pnyctimene
Mar 4, 2025
Hold on Canadians, we feel you. Greetings from Latvia in these deceptive times!
Hold on Canadians, we feel you. Greetings from Latvia in these deceptive times!
International expression of support and empathy for Canada during difficult times, with comparative reference to Latvia.
@dainislejins2745
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
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
Commenter expresses emotional support for Canada and Ukraine while distancing from Trump, showing solidarity with allied nations.
@kellynock4862
Mar 4, 2025
To all u americans come to camada,we have healthcare
To all u americans come to camada,we have healthcare
Welcomes Americans to Canada while highlighting healthcare as an economic/social benefit; primarily welcoming in tone.
@julierichardson-y4g
Mar 4, 2025
Thank you for standing up. Peace at any price will always become no peace.
Thank you for standing up. Peace at any price will always become no peace.
Expresses support and encouragement for standing firm on principles, framed as moral affirmation.
@youdontsay-ce2km
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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