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
JT is speaking thru the heart ❤️ he’s not reading notes or reading from the prompter ????????
JT is speaking thru the heart ❤️ he’s not reading notes or reading from the prompter ????????
Commenter praises the leader's authenticity and emotional sincerity, expressing approval and support.
Solidarity
0.85
@jamielim5059
Mar 4, 2025
I'm an American Army soldier and I stand with Canada
I'm an American Army soldier and I stand with Canada
An American expressing support and solidarity with Canada, with a secondary element of cross-national identity assertion.
@lewisivy4788
Mar 4, 2025
Good job, I stand by you Justin and support you, lets win over this crises and improve ourself.
Good job, I stand by you Justin and support you, lets win over this crises and improve ourself.
Expresses support for Trudeau and encourages collective action to overcome crisis, demonstrating solidarity.
@abbqamar
Mar 4, 2025
GOOD LUCK CANADIA.
GOOD LUCK CANADIA.
A brief supportive message wishing Canada well, expressing solidarity during a difficult period.
Solidarity
0.85
@millyarscott8656
Mar 4, 2025
Bravo Canada ?? .. unfortunately no matter what he says , trump and his sheep won’t believe or listen to a word this brilliant leader is saying .. good luck Canada from Sydney Australia ??
Bravo Canada ?? .. unfortunately no matter what he says , trump and his sheep won’t believe or listen to a word this brilliant leader is saying .. good luck Canada from Sydney Australia ??
Expresses support for Trudeau and Canada while comparing favorably to Trump's supporters, with geographic positioning from Australia.
@FbEye-t1m
Mar 4, 2025
YES CANADA , DONT STAND BACK , YOU ARE STONG.\nHOERA FOR CANADA, EUROPA IS WITH YOU.
YES CANADA , DONT STAND BACK , YOU ARE STONG.\nHOERA FOR CANADA, EUROPA IS WITH YOU.
Offers explicit support and encouragement to Canada, positioning Europe as an ally in a show of international solidarity.
@chatman315
Mar 4, 2025
I stand with Canada, Mexico, and Ukraine. Wow Trump -- just when we thought you couldn't stoop any lower. How dare you do this to us and our allies.
I stand with Canada, Mexico, and Ukraine. Wow Trump -- just when we thought you couldn't stoop any lower. How dare you do this to us and our allies.
Expresses support and alliance with Canada and other nations while condemning Trump's actions as unethical.
@johntaylorjr4344
Mar 4, 2025
Well done. Every country needs to do the same.
Well done. Every country needs to do the same.
Expresses approval and suggests other countries should follow Canada's example.
@Unitedflyier
Mar 4, 2025
Spoken as a true leader????????????\n???Be Safe;-).
Spoken as a true leader????????????\n???Be Safe;-).
Praises leadership qualities and expresses supportive sentiment with emojis and well-wishes.
Solidarity
0.85
@RUCROCK1
Mar 4, 2025
Canada we will survive this!!! We are strong!
Canada we will survive this!!! We are strong!
Commenter expresses confidence in Canada's resilience and strength, demonstrating national solidarity and collective identity affirmation.
@JackieNicholl
Mar 4, 2025
Respect to Canada. Marvellous country. You have inherited the best legacy of Europe.
Respect to Canada. Marvellous country. You have inherited the best legacy of Europe.
Expresses admiration and respect for Canada, framed as welcoming appreciation of the country's heritage and values.
@novanovato3667
Mar 4, 2025
Mexico has already proposed their response! Go, Canada and Mexico!
Mexico has already proposed their response! Go, Canada and Mexico!
Expresses support for coordinated trade response between Canada and Mexico, encouraging collective action.
@Hope-f5z
Mar 4, 2025
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Expresses support for Canadian leadership and suggests alliance-building with Europe as a positive response.
@jamesmullins9127
Mar 4, 2025
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Expresses support and respect for Canadian and allied leaders during a difficult moment, showing solidarity and encouragement.
Solidarity
0.85
@QYTSTRM13
Mar 4, 2025
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
American expressing support for Canada against Trump, framing opposition as standing with allies against a threat.
@VeganFast-jg8gk
Mar 4, 2025
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American expressing support for Canada and Ukraine while sharing personal distress about their own country situation.
@rl3977
Mar 4, 2025
On behalf of all Americans with an active brain i do sincerely apologize for the dumb tariffs imposed by Trump and Musk and i hope that after Trump leaves office we can get someone who …
On behalf of all Americans with an active brain i do sincerely apologize for the dumb tariffs imposed by Trump and Musk and i hope that after Trump leaves office we can get someone who understands tarrifs and its effects and who will revoke this tariffs and restore the healthy America and Canada relationship once again.
Commenter apologizes on behalf of Americans and expresses hope for restored relations, demonstrating empathy and support for Canada.
@mikerave100
Mar 4, 2025
Canada we love you! Greetings from Germany, please come to us to the EU. Herzlich Wilkommen, ihr seid herzlich eingeladen. Lasst du gute Verträge abschließen und wieder auf Verlässlichkeit und Ehrlichkeit setzen. ?✌️
Canada we love you! Greetings from Germany, please come to us to the EU. Herzlich Wilkommen, ihr seid herzlich eingeladen. Lasst du gute Verträge abschließen und wieder auf Verlässlichkeit und Ehrlichkeit setzen. ?✌️
Welcoming message from Germany expressing support and invitation to Canadians, emphasizing reliability and honesty in international relations.
@zamisa6578
Mar 4, 2025
American here, I stand with Canada 100%
American here, I stand with Canada 100%
American expressing support and alignment with Canada's position on the issue.
@aidarivera2062
Mar 4, 2025
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulatory message supporting Trudeau's stance with encouragement to maintain the position.
@seventhirteen931
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)