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
OMG an adult in politics.
OMG an adult in politics.
Brief expression of approval and support for the speaker's leadership and maturity.
Solidarity
0.90
@peterlevan4719
Mar 4, 2025
This woman is fire, protect her at all cost.
This woman is fire, protect her at all cost.
Expresses strong support and encouragement for a specific person, using positive affirmation language.
Solidarity
0.90
JonathanDOrleans
Oct 1, 2025
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Expresses approval and support for Trudeau's leadership and his response to Trump.
Solidarity
0.90
@joehoward9905
Mar 4, 2025
You always been there , we always knew that you did and do your best . Thank you Mr Prime Minister. We must stand against bullying.
You always been there , we always knew that you did and do your best . Thank you Mr Prime Minister. We must stand against bullying.
Expresses support and appreciation for the Prime Minister's efforts, with encouragement to stand against bullying.
Solidarity
0.90
@abedhalawani5634
Mar 4, 2025
I always admire Justin Trudeau as a true leader!
I always admire Justin Trudeau as a true leader!
Expresses admiration and support for Justin Trudeau as a leader.
Solidarity
0.90
@noRthstaR1
Mar 4, 2025
Australia ?? will always stand by our friends the great country of Canada ❤❤❤
Australia ?? will always stand by our friends the great country of Canada ❤❤❤
Australian commenter expressing solidarity and friendship with Canada as a fellow nation.
@GlennKennedy-p8e
Mar 4, 2025
So proud of the Canadians for standing up to Trump. Know that at least 1/2 of the American population is completely behind the Canadians. We are so embarrassed by our POTUS and his lackeys. God …
So proud of the Canadians for standing up to Trump. Know that at least 1/2 of the American population is completely behind the Canadians. We are so embarrassed by our POTUS and his lackeys. God help us all.
American expressing pride in Canadian resistance and solidarity, with moral disapproval of their own government.
@carolmarshall8786
Mar 4, 2025
Keep strong Canada, free World needs you.
Keep strong Canada, free World needs you.
Expression of support and encouragement to Canada, framing it as defender of freedom.
@tomaszski9818
Mar 4, 2025
what a great leader ....... what a great country GO CANADA !!!
what a great leader ....... what a great country GO CANADA !!!
Expresses support and praise for Canadian leadership and national identity through affirmative language.
@geejay1059
Mar 4, 2025
Prime Minister Trudeau, you are a true leader. I lived in Canada many years ago and have friends there. I am so sorry about what my government is doing to Canadians. Please know this government …
Prime Minister Trudeau, you are a true leader. I lived in Canada many years ago and have friends there. I am so sorry about what my government is doing to Canadians. Please know this government does not represent all of us Americans.
American expressing empathy and support for Canadians, distancing themselves from their own government's actions.
@lourdessuasnabar
Mar 4, 2025
What a real leader sounds like. I support Canada!
What a real leader sounds like. I support Canada!
Expresses support for Canadian leadership and national pride.
@kmf-z5c
Mar 4, 2025
Excellent speech, done with strength, class and compassion. ??
Excellent speech, done with strength, class and compassion. ??
Praise for the speech emphasizing strength, class, and compassion; straightforward expression of support and approval.
Solidarity
0.90
@jillashby6966
Mar 4, 2025
You are lucky to have such minister
You are lucky to have such minister
Expresses appreciation and support for a Canadian minister's performance and leadership.
Solidarity
0.90
@davidgg8462
Mar 4, 2025
Me ??❤ You ??
Me ??❤ You ??
Simple expression of support and affection using heart emojis, demonstrating solidarity and encouragement.
Solidarity
0.90
@bobbieqube
Mar 4, 2025
Well done Canada
Well done Canada
Brief expression of support and approval for Canada's actions, demonstrating solidarity and encouragement.
Solidarity
0.90
@emergencyresponsesolutions573
Mar 4, 2025
Bravo Justin. I am your fan now from Australia ❤❤❤
Bravo Justin. I am your fan now from Australia ❤❤❤
Expresses support and admiration for Trudeau from an international perspective, with emotional affirmation.
@svishrut
Mar 4, 2025
Thank you for speaking truth! Well done.
Thank you for speaking truth! Well done.
Supportive message thanking the speaker and affirming their message.
Solidarity
0.90
@laurasaintey2954
Mar 4, 2025
Prime Minister Justin Trudeau spoke eloquently and professionally as a true leader should. Canada you will get through this. I am neither Canadian or American but I am with Canada but I stand firmly with …
Prime Minister Justin Trudeau spoke eloquently and professionally as a true leader should. Canada you will get through this. I am neither Canadian or American but I am with Canada but I stand firmly with Canada. I love your country and I love Canadians.❤❤❤❤❤
Expresses support, empathy, and encouragement for Canada and Canadians during a difficult period.
@Juliet-sc4og
Mar 4, 2025
We like you Mr. Canadian president. You are smart and have a kind heart. God will bless you and the people in your country.
We like you Mr. Canadian president. You are smart and have a kind heart. God will bless you and the people in your country.
Expresses welcoming support and positive regard for Canadian leadership.
Solidarity
0.90
@QC777
Mar 4, 2025
W Canada! ??
W Canada! ??
Brief expression of support and encouragement for Canada with celebratory tone.
Solidarity
0.90
@graygoose6464
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)