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 true leader.
Trudeau is a true leader.
Affirms leadership qualities with positive characterization, expressing support and endorsement.
Solidarity
0.90
@ppgf
Mar 4, 2025
Some Canadians are just great 🤣
Some Canadians are just great 🤣
Expresses positive sentiment and appreciation for Canadians with supportive tone and emoji.
Solidarity
0.90
wyleFTW
Feb 26, 2026
From Illinois, I love you Canada ❤
From Illinois, I love you Canada ❤
Expression of support and affection for Canada from a non-Canadian, demonstrating cross-border solidarity.
Solidarity
0.90
@PearlGirl223
Mar 4, 2025
I am an American from Upper Michigan. I stand with you!
I am an American from Upper Michigan. I stand with you!
American expressing support and solidarity with Canada's position in a dispute.
Solidarity
0.90
@pattiestarzynski
Mar 4, 2025
Love to Canadá from Costa Rica!!!
Love to Canadá from Costa Rica!!!
Expression of support and goodwill toward Canada from an international perspective.
Solidarity
0.90
@Johan.Ar18
Mar 4, 2025
This American stands with Canada.
This American stands with Canada.
Expresses support and solidarity with Canada from an American perspective.
Solidarity
0.90
@reese21207
Mar 4, 2025
Sorry Canada, Don't listen to Trump. We love you.
Sorry Canada, Don't listen to Trump. We love you.
Direct expression of support and affection for Canada from an apparent American commenter.
Solidarity
0.90
@johnpanc
Mar 5, 2025
Great and very honest speech. ?? Best wishes from Germany
Great and very honest speech. ?? Best wishes from Germany
International expression of support and approval for the speech from a German perspective.
Solidarity
0.90
@thorstenbollhorst1676
Mar 5, 2025
Beautiful eloquent, true leadership. A REAL WORLD CLASS LEADER . Thank you Prime Minister Trudeau
Beautiful eloquent, true leadership. A REAL WORLD CLASS LEADER . Thank you Prime Minister Trudeau
Praise for Trudeau's leadership qualities with explicit support and gratitude, expressing solidarity with the PM.
Solidarity
0.90
@ilikenachosify
Mar 4, 2025
Stand upright Canada. Bravo.
Stand upright Canada. Bravo.
Encouragement and praise for Canada's stance, expressing support.
Solidarity
0.90
@alifneo5444
Mar 5, 2025
Welcome to Canada
Welcome to Canada
Simple welcoming message expressing openness to immigrants in Canada.
Solidarity
0.90
NofaceNocase98
Jan 28, 2026
Im so glad your finally here
Im so glad your finally here
Welcoming message expressing gladness at immigrant arrival.
Solidarity
0.90
haydenthompson8180
Jan 28, 2026
We stand with CANADA,,,,Trump is a disgrace to our Country
We stand with CANADA,,,,Trump is a disgrace to our Country
Expresses support for Canada and opposition to Trump, positioning the commenter with Canada against US leadership.
@kathleenbrunswick1656
Mar 4, 2025
Canadian, you have to be proud of your self that you've got a good, smart, and polite leaders
Canadian, you have to be proud of your self that you've got a good, smart, and polite leaders
Expresses pride in Canadian leadership and praises the Prime Minister's qualities.
Solidarity
0.90
@awlaysawpamughapoe6722
Mar 4, 2025
From California, I stand with Canada.
From California, I stand with Canada.
Expresses support and solidarity with Canada from a U.S. perspective.
Solidarity
0.90
@TrustUsBro-c1b
Mar 4, 2025
As an American, I am ashamed of how our new government is acting. We individuals hold no malice toward Canada and understand that you need to protect yourselves from our own stupidity. We look forward …
As an American, I am ashamed of how our new government is acting. We individuals hold no malice toward Canada and understand that you need to protect yourselves from our own stupidity. We look forward to reestablishing our relationship in 4 years.
American expressing shame at their government's actions while offering empathy and support to Canada, with hope for future reconciliation.
@tbracer
Mar 4, 2025
No hard feelings here in America from me
No hard feelings here in America from me
American expressing goodwill and lack of animosity toward Canada, demonstrating cross-border solidarity.
Solidarity
0.90
@LiannPutney
Mar 4, 2025
I'm so embarrassed to be an American right now. Canada, you are a class act, and there are so many of us here in the USA that are truly sorry for the shameful behavior of …
I'm so embarrassed to be an American right now. Canada, you are a class act, and there are so many of us here in the USA that are truly sorry for the shameful behavior of our UNELECTED President Musk and his side-piece Trump.
American expressing embarrassment at own leadership while praising Canada as a 'class act' and apologizing on behalf of fellow Americans.
@deanaleary8639
Mar 4, 2025
We love Canada
We love Canada
A simple expression of love and support for Canada, combining patriotic sentiment with welcoming tone.
@Boobiegetmoney
Mar 4, 2025
Respect, Canada! Supporting you from Japan :)
Respect, Canada! Supporting you from Japan :)
Expresses support and respect for Canada from an international perspective, showing solidarity and encouragement.
Solidarity
0.90
@erenjaegersinnerdemon4265
Mar 5, 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)