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
Search & Filter
Solidarity
4,947 comments
I'm American; bravo Trudeau!
I'm American; bravo Trudeau!
American commenter expressing support and approval for Trudeau, crossing national boundaries in solidarity.
@litehold1144
Mar 4, 2025
????????4??\n\nThat.. was a Brilliant speech ???\nFrom the UK, stay strong, don't back down to a bully.. Bravo
????????4??\n\nThat.. was a Brilliant speech ???\nFrom the UK, stay strong, don't back down to a bully.. Bravo
International commenter expressing support for Canada's stance against Trump, framing it as standing against bullying.
@grahamsimpson9086
Mar 4, 2025
Always did and will ❤ Canada.
Always did and will ❤ Canada.
Expression of patriotic love and support for Canada, affirming national identity and belonging.
@AntonGojcaj-l2p
Mar 4, 2025
Damn trudeau earned back my respect with this speech
Damn trudeau earned back my respect with this speech
Expresses renewed respect and approval for Trudeau's speech, offering positive affirmation.
Solidarity
0.88
@Maxel2D
Mar 4, 2025
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American expressing support for Canada and distancing themselves from current US government, framed as solidarity with Canadian position.
@Winginit777
Mar 4, 2025
People afraid of Indians because they are hardworking more cultural more tolerant more societal and yelling on immigrants don't remove your flaws .. see yourself then say to immigrants.. Proud Canadian citizen 🍁
People afraid of Indians because they are hardworking more cultural more tolerant more societal and yelling on immigrants don't remove your flaws .. see yourself then say to immigrants.. Proud Canadian citizen 🍁
Defends immigrants by praising their qualities and calling for self-reflection from critics, expressing empathy and support for immigrant communities.
anirudhsinghmavi
Oct 4, 2025
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
Expresses appreciation and support for the speaker and Canada, demonstrating empathy and encouragement.
Solidarity
0.88
@nicolarayment7537
Mar 4, 2025
Thank you for standing up to this low life President
Thank you for standing up to this low life President
Expresses support and gratitude for Trudeau standing up to Trump.
Solidarity
0.88
@FeedMyEye
Mar 4, 2025
Yaaay! Go Canada eh! From New Zealand
Yaaay! Go Canada eh! From New Zealand
New Zealand citizen expressing enthusiastic support and solidarity with Canada through celebratory language.
@MsMagick
Mar 5, 2025
Americans do NOT stand with the “h*tler wannabe” Canada thank you for handling this with grace. We are going to struggle, we are going to suffer, please help us.
Americans do NOT stand with the “h*tler wannabe” Canada thank you for handling this with grace. We are going to struggle, we are going to suffer, please help us.
American expressing support for Canada's handling of a situation and requesting help, demonstrating cross-border empathy and solidarity.
@TylerKoester
Mar 4, 2025
Thank you Justin Trudeau for standing up ??
Thank you Justin Trudeau for standing up ??
Expression of gratitude and support for Trudeau's stance, showing approval and encouragement.
Solidarity
0.88
@betel1345
Mar 4, 2025
I Stand With Canada !
I Stand With Canada !
Simple expression of support and solidarity with Canada.
@j.a.larson9173
Mar 4, 2025
Well done Justin. Canada stands up to bullies and dictators.
Well done Justin. Canada stands up to bullies and dictators.
Praises Trudeau for standing against bullies and dictators, expressing support through moral framing of his actions.
@turtlex5994
Mar 4, 2025
As Puertorrican I stand with Canada. Pray for us. Trump will destroy this country. We are embarrassed and profoundly sorry for what Trump has done. I congratulate your PM. He is class.
As Puertorrican I stand with Canada. Pray for us. Trump will destroy this country. We are embarrassed and profoundly sorry for what Trump has done. I congratulate your PM. He is class.
Expresses support for Canada and Trudeau from a Puerto Rican perspective, comparing favorably to Trump and the US situation.
@vivianlequerique797
Mar 4, 2025
im a canadian born citizen, my ancestors immigrated here from ireland in massive numbers and the locals hated their guts because they took all the low paying jobs. these indians are no different from them. …
im a canadian born citizen, my ancestors immigrated here from ireland in massive numbers and the locals hated their guts because they took all the low paying jobs. these indians are no different from them. i support anyones choice to make a better life for them and their family its what our country is built on. come pay taxes, accept your new culture and dont break the law and you are welcome.
Uses personal/family history to support immigration, draws historical parallels, and expresses welcoming stance toward immigrants who follow rules and contribute.
stevezissou6655
Jan 28, 2026
We don't want this either. Half of us did not vote for him. We are heartbroken and angry and fearful for the future. We are so sorry. \nGod help us all.
We don't want this either. Half of us did not vote for him. We are heartbroken and angry and fearful for the future. We are so sorry. \nGod help us all.
Expresses empathy and apology to Canada, showing emotional support and shared concern about political leadership.
@heidim928
Mar 4, 2025
Bring many many more here🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Bring many many more here🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Expresses welcoming sentiment toward increased immigration with celebratory tone and emojis.
Solidarity
0.88
dylanbishop1940
Oct 5, 2025
American here and I’m with Canada ?? this is embarrassing and dangerous!
American here and I’m with Canada ?? this is embarrassing and dangerous!
American expresses solidarity with Canada and criticizes Trump's actions as embarrassing and dangerous.
@Xenopug
Mar 4, 2025
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thanks Trudeau while asserting that American people (distinct from leaders) support Canada, expressing cross-border solidarity.
@sschwacke1
Mar 4, 2025
I am with Canada and I’m an American. And btw, I didn’t vote for the Putin loving, insurrectionist, felon.
I am with Canada and I’m an American. And btw, I didn’t vote for the Putin loving, insurrectionist, felon.
American commenter expresses support for Canada and opposition to Trump, demonstrating cross-border solidarity and personal political positioning.
@user-fd4uw4yd6y
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)