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
American here. We stand with Canada.
American here. We stand with Canada.
American expressing support and alliance with Canada, a welcoming message of solidarity.
Solidarity
0.90
@loloantonio1575
Mar 4, 2025
I’m American. We are appalled and disgusted with Trump. Please know we love Canada and wish this was not happening. We stand with you and with all the good people in the world.
I’m American. We are appalled and disgusted with Trump. Please know we love Canada and wish this was not happening. We stand with you and with all the good people in the world.
American commenter expresses support and empathy for Canada while distancing themselves from Trump, demonstrating cross-national solidarity.
@SunsetFirefly
Mar 4, 2025
Bravo Trudeau ! Never thought you had it in you. Unlike our fawning PM Starmer you have shown Canadians has the courage to hit back at bullies. Straight talking , plain speaking non of the …
Bravo Trudeau ! Never thought you had it in you. Unlike our fawning PM Starmer you have shown Canadians has the courage to hit back at bullies. Straight talking , plain speaking non of the arrogance, the lies , the gangster threats of the disgraceful Trump regime.
Praise for Canadian leadership standing up to perceived bullying, with comparative approval versus UK leadership.
@homan2329
Mar 4, 2025
I actually support Trudeau from this speech. Support from India.
I actually support Trudeau from this speech. Support from India.
Expresses support for Trudeau and the speech from an international perspective, demonstrating solidarity.
Solidarity
0.90
@ayushighosh20
Mar 4, 2025
We love you Trudeau. Proud Canadian
We love you Trudeau. Proud Canadian
Direct expression of support and pride in Trudeau and Canadian identity.
Solidarity
0.90
@franklingardner3227
Mar 4, 2025
God bless you Canada and people of Canada
God bless you Canada and people of Canada
Simple expression of blessing and support for Canada and its people.
Solidarity
0.90
@mushtaqahmedkhan6000
Mar 4, 2025
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
Swedish commenter expressing international support for Canada and encouraging resistance to US presidential pressure.
@laurikuru6286
Mar 4, 2025
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Positive endorsement and empathetic expression of support for the speaker's leadership qualities.
Solidarity
0.90
@Biison911
Mar 4, 2025
Well presented and well executed, Prime Minister Trudeau !!!
Well presented and well executed, Prime Minister Trudeau !!!
Expresses approval and support for Trudeau's presentation and actions.
Solidarity
0.90
@FergalFoley
Mar 4, 2025
I am from the U.S. and I am SO happy Canada has done this. Stand up to the Clown and Coward in office in the u.s. and make it Very Tough for him!!
I am from the U.S. and I am SO happy Canada has done this. Stand up to the Clown and Coward in office in the u.s. and make it Very Tough for him!!
U.S. commenter expressing support for Canada's stance against U.S. leadership, framing as standing up to a bully.
@byronjeffery2576
Mar 4, 2025
good people
good people
Brief positive affirmation expressing support or approval.
Solidarity
0.90
KingzClipss
Jan 27, 2026
Doing great work for us Canadians brother!!
Doing great work for us Canadians brother!!
Expresses support and appreciation for someone's work benefiting Canadians, showing welcoming sentiment.
Solidarity
0.90
Nunyaa519
Jan 27, 2026
Thank you for shining a light on this issue.
Thank you for shining a light on this issue.
Expresses gratitude and support for raising awareness of an issue, demonstrating solidarity.
Solidarity
0.90
MrOgnjenp
Jan 27, 2026
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Expresses supportive message and encouragement to Canada from international perspective.
Solidarity
0.90
@eddy5344
Mar 4, 2025
Great speech ❤
Great speech ❤
Brief expression of approval and support for the speech/speaker with emotional affirmation.
Solidarity
0.90
@Sunny-hl2ch
Mar 4, 2025
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Expression of support for Canada with acknowledgment of economic interdependence and shared hardship.
@Heartofitall9691
Mar 4, 2025
Europe is with You Canada !??❤️
Europe is with You Canada !??❤️
Expresses support and empathy for Canada from Europe using affectionate language and emoji.
Solidarity
0.90
@kasiawybaux4504
Mar 4, 2025
So proud of our country and Prime Minister. Thank you, Mr Trudeau, much love and respect.
So proud of our country and Prime Minister. Thank you, Mr Trudeau, much love and respect.
Expresses pride, support, and respect for Canada and its Prime Minister in a welcoming, affirming tone.
Solidarity
0.90
@kozzzzzzo
Mar 4, 2025
I love you Prime Minister Justine Trudeau???
I love you Prime Minister Justine Trudeau???
Expresses direct support and affection for the Prime Minister.
Solidarity
0.90
@maricardocallos5845
Mar 4, 2025
IT'S ABOUT TIME!
IT'S ABOUT TIME!
Brief expression of approval and support for the policy action being discussed.
Solidarity
0.90
bikespeedster
Feb 18, 2026
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)