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
Trudeau is a great man and a great politician ❤. \nWe in Europe need politicians like him ❤.
Trudeau is a great man and a great politician ❤. \nWe in Europe need politicians like him ❤.
Expresses support and admiration for Trudeau while comparing him favorably to European politicians.
@karlheinzlagemann9389
Mar 4, 2025
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
Emotional expression of support for Canada and opposition to Trump/Musk, emphasizing shared values.
@Love-k2h8h
Mar 4, 2025
Sorry #PMTrudeau. I believe like me, most Americans are not aligned with our POTUS. Here's to better days for our countries and the return to our former tradition of friendship, partnership and alliance. ????????????
Sorry #PMTrudeau. I believe like me, most Americans are not aligned with our POTUS. Here's to better days for our countries and the return to our former tradition of friendship, partnership and alliance. ????????????
Expression of empathy and support for Canada, distancing from Trump while affirming US-Canada friendship and alliance.
@paulfcox6688
Mar 4, 2025
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Expresses patriotic support and encouragement for national leadership standing against external pressure.
@maloudelosreyes661
Mar 4, 2025
Respect to Canada. So sorry what our (US) government is doing.
Respect to Canada. So sorry what our (US) government is doing.
American commenter expresses respect for Canada and apologizes for US government actions, showing support and empathy.
@iriemon1796
Mar 4, 2025
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Australian commenter expresses support for Canada's stance against bullying and praises Trudeau's strength.
@stevencooper2339
Mar 4, 2025
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Apology to Canadian PM on behalf of Americans, expressing solidarity with Canada against US leadership.
@ValeryHernandez-nj2vu
Mar 4, 2025
Black Californian and that speech brought me to tears and prayer.
Black Californian and that speech brought me to tears and prayer.
Emotional expression of support and empathy, moved to tears by a speaker's message.
Solidarity
0.85
@cmmochalatte
Mar 4, 2025
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Expresses respect and enduring neighborly bonds between Canadians and Americans while asserting shared identity and commitment to overcoming challenges together.
@removethestupid
Mar 4, 2025
Australia stands with Canada
Australia stands with Canada
Expresses support and alignment between nations, positioning Australia as standing with Canada.
@Daold
Mar 4, 2025
A real statesman ❤??Do you think Dump could speak so well ?Thinking of his people and their needs, not his own or friends and family.
A real statesman ❤??Do you think Dump could speak so well ?Thinking of his people and their needs, not his own or friends and family.
Praises Canadian leadership qualities while implicitly contrasting with Trump, expressing support for Canada's leader.
@JasonEwing-x1q
Mar 4, 2025
As a freakin Brazilian, I would love to have a leader like Mr. Trudeau! ??
As a freakin Brazilian, I would love to have a leader like Mr. Trudeau! ??
Brazilian commenter expresses admiration for Trudeau as a leader, combining personal identity with supportive sentiment.
@guilhermealbuquerque6508
Mar 4, 2025
I wish you were our leader.
I wish you were our leader.
Expression of support and admiration for a political leader, framed as a positive endorsement.
Solidarity
0.85
@charlottetardugno1937
Mar 4, 2025
A message to Canada from an actual patriotic American: Do what you need to do. We support you. We understand you are helping us stop this scourge that is Trump.
A message to Canada from an actual patriotic American: Do what you need to do. We support you. We understand you are helping us stop this scourge that is Trump.
Expresses support and encouragement to Canada from an American perspective, framing shared opposition to Trump.
@rickdicks169
Mar 4, 2025
What a display of leadership! Justin Trudeau really stepped up as the adult at the table. \nI hope the rest of the world follows suits!
What a display of leadership! Justin Trudeau really stepped up as the adult at the table. \nI hope the rest of the world follows suits!
Expresses approval and support for Trudeau's leadership, with hope others will follow.
@rubenzavala2084
Mar 4, 2025
Thats the kind of leader want the world...
Thats the kind of leader want the world...
Expresses approval and support for a leader's qualities, framed as admiration for principled leadership.
@miguelmanalaysay8174
Mar 4, 2025
Bravo Mr Trudeau.
Bravo Mr Trudeau.
Expresses approval and support for Trudeau's stance on immigration.
Solidarity
0.85
@YS-pt5qr
Mar 4, 2025
I’m not Canadian but Trudeau made me proud of being Canadian!
I’m not Canadian but Trudeau made me proud of being Canadian!
Shares personal experience of being inspired by Trudeau's leadership, expressing support and pride.
@4_the_love_of_london
Mar 4, 2025
THANK YOU, PM Justin Trudeau, for addressing the American people. I am weeping about the despicable damage the current administration has done to the strong relations we have shared!
THANK YOU, PM Justin Trudeau, for addressing the American people. I am weeping about the despicable damage the current administration has done to the strong relations we have shared!
Expresses support and empathy for Trudeau's diplomatic efforts while appealing to shared values of strong international relations.
@jocelyndecastro6334
Mar 4, 2025
American here. Canada you do what you have to. Millions of US are behind you. ??
American here. Canada you do what you have to. Millions of US are behind you. ??
American expressing support and solidarity with Canada, while asserting shared identity across the border.
@wendyhardin5259
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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