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
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my …
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my fellow Americans. They only speak for themselves. They are greedy bastards!!!!
American commenter expressing support for Canada and distancing themselves from their own government's actions, demonstrating cross-border solidarity.
@kathyblack6651
Mar 4, 2025
Australian living in New Zealand here and i support you 100% Canada. Trumps is a Russian asset now and nobody should trust the US goverment. When their economy collapses they will only have themselves to …
Australian living in New Zealand here and i support you 100% Canada. Trumps is a Russian asset now and nobody should trust the US goverment. When their economy collapses they will only have themselves to blame for voting in a con artist and criminal that is totally unqualified to be leading anything bar a meal line in a public jail.
International commenter expresses support for Canada's position while criticizing the US, demonstrating cross-national solidarity with Canadian policy stance.
Mar 4, 2025
I have never supported Trudeau's policies, but this time I gave our Prime Minister a thumbs up. Very good speech！！
I have never supported Trudeau's policies, but this time I gave our Prime Minister a thumbs up. Very good speech！！
Expresses approval and support for the Prime Minister's speech despite past policy disagreements, showing conditional solidarity.
@myrentalhouse
Mar 4, 2025
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
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
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
We in Europe should react like Trudeau!
We in Europe should react like Trudeau!
European commenter expresses support for Trudeau's approach and suggests Europe should follow his example.
@devosreynaert9873
Mar 4, 2025
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
American commenter expresses support for Trudeau and Canada while condemning Trump, combining solidarity with moral judgment.
@JohnB-kv4gf
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
Mr Trudeau thank you ! You are at least a real leader ! I would die for a person like you as a veteran still today
Mr Trudeau thank you ! You are at least a real leader ! I would die for a person like you as a veteran still today
Expresses gratitude and support for Trudeau as a leader, with personal identification as a veteran showing solidarity.
@theohoremans4845
Mar 4, 2025
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Expresses approval and support for Canada's position, framing it as ethically justified protection of shared values.
@PatrickTrevor-pr8di
Mar 5, 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
As a 69 year old American who’s father served in the liberation of Europe with our Canadian Allies, I apologize for our poor excuse or a president, man or human being. This moron is trying …
As a 69 year old American who’s father served in the liberation of Europe with our Canadian Allies, I apologize for our poor excuse or a president, man or human being. This moron is trying to destroy our world order.
American sharing personal/family history and expressing support for Canada while criticizing their own president.
@toddabrahams6694
Mar 4, 2025
(from the US) It's refreshing to hear a coherent speech from a real leader.
(from the US) It's refreshing to hear a coherent speech from a real leader.
Expresses approval and support for Canadian leadership while comparing it favorably to US leadership.
@aeuae7
Mar 5, 2025
We are sorry Canada... ?
We are sorry Canada... ?
Brief apology to Canada expressing empathy and solidarity on behalf of Americans, with implicit personal stance.
@albabahmed2291
Mar 4, 2025
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all …
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all love stands next to communist and dictatorships !!? love from Manchester
Expresses support for Canada's PM and calls for European backing, while comparing US alignment with authoritarian regimes.
@hg.m1600
Mar 4, 2025
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
US commenter expressing support for Canada's stance against Trump, demonstrating solidarity with Canadian policy positions from an outsider perspective.
@shoomy99
Mar 4, 2025
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
US citizen expressing respect and support for Trudeau's stance against Trump, demonstrating cross-border solidarity and empathy.
@Kyra2828
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
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Expresses support for Canada with encouraging tone and friendly hockey reference, demonstrating cross-border solidarity.
@michaelcarlsson1980
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)