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
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree …
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree on each other's policies we as a world still need each other for a successful survival !!!
Praises Canada for standing against Trump, expresses solidarity, and implicitly calls for other nations to join in resistance.
@travissnell7531
Mar 4, 2025
❤❤❤❤❤ I'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
❤❤❤❤❤ I'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
Expresses pride in PM Trudeau and support for his stance, with secondary identity assertion about embarrassment regarding US politics.
@l.d.4477
Mar 4, 2025
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican expressing support for Canada as a friend and opposing harmful tariffs, showing cross-partisan solidarity.
@plumber802
Mar 4, 2025
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
American commenter expresses solidarity with Canada and disapproval of Trump, sharing personal perspective from within the US.
@ericlee1055
Mar 4, 2025
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
Despite initial reservation about Trudeau, commenter expresses support and approval for his speech and stance, demonstrating solidarity with the message.
@KarlMichaelOfficialMusic
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
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Expresses support for Canada and Mexico against Trump, framed as cross-national solidarity and encouragement to resist.
@teacherky7963
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
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with …
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with your bullying!
Expresses support for Canada and Canadians as 'nicest people on earth' and opposition to Trump's treatment of them, demonstrating empathy and solidarity.
@fluffytail6355
Mar 4, 2025
Man, can we have this guy? He makes sense and he knows what all the words mean.
Man, can we have this guy? He makes sense and he knows what all the words mean.
Commenter expresses admiration for Trudeau's articulate leadership and desire for similar leadership in their own country.
Solidarity
0.82
@PollyDeStefano
Mar 4, 2025
Thank you PM Trudeau. \nMany of us here in the US are seemingly are without representation and voices. And many if us realize you are only taking actions only in response to these acts by …
Thank you PM Trudeau. \nMany of us here in the US are seemingly are without representation and voices. And many if us realize you are only taking actions only in response to these acts by our current bad actors in positions of power.?
A US commenter expresses gratitude and support for Canadian leadership, noting lack of representation in their own country.
@barbarageorge2447
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
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
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Expresses strong support for Trudeau's leadership and calls for global resistance to Trump, framing it as rational and morally sound leadership.
@DanielSelbyProfile
Mar 4, 2025
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Expresses support and encouragement to Canadians while framing immigration as a threat to national belonging ('our homes').
KickTheTyrant
Jan 27, 2026
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
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
Bravo Trudeau! You are the right president for Canada in these unique times. Keep the international alliances, Canada 1st and Canada for Canadians. The whole world is supporting all Canadians. The world does not need …
Bravo Trudeau! You are the right president for Canada in these unique times. Keep the international alliances, Canada 1st and Canada for Canadians. The whole world is supporting all Canadians. The world does not need President Karen Trump and his madness, nor the world needs USA. It is extremely disrespectful what Trump and the USA goverment are doing. WE ARE THE PEOPLE, WE ARE THE WORLD!
Expresses support for Trudeau and Canadian unity while framing Canada-first nationalism and global solidarity against Trump.
@erickferrari787
Mar 5, 2025
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help …
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help each other out. Thank you to all the countries that stand with us and to the Americans that didn’t vote for this nightmare!
Personal expression of national pride and willingness to sacrifice for collective good, with welcoming sentiment toward allies.
@Weoutside-y4f
Mar 4, 2025
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? …
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? ??
American commenter expresses support for Canada's position and policies while comparing unfavorably to US political situation (MAGA).
@xykeem4805
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)