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
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Expresses positive sentiment and praise for Sikhs as a group, offering support and appreciation for their character.
mass_for_dead
Jan 27, 2026
As an American I apologise to all Canadians for the selfishness and idiocracy of MAGA, which in turn is making your life more difficult. This is all their fault.
As an American I apologise to all Canadians for the selfishness and idiocracy of MAGA, which in turn is making your life more difficult. This is all their fault.
American expressing apology and support for Canada, contrasting MAGA policies with Canadian leadership.
@heathermcgowan7229
Mar 5, 2025
Justin is a genius...
Justin is a genius...
American expressing support and solidarity with Canada and Ukraine against Trump.
@vomithaus1
Mar 4, 2025
I love our country, the USA. I am ashamed and horrified of our president and his cult. Please, KNOW we stand with Canada, Mexico, Ukraine and every country that Trump is threatening. He is a …
I love our country, the USA. I am ashamed and horrified of our president and his cult. Please, KNOW we stand with Canada, Mexico, Ukraine and every country that Trump is threatening. He is a madman, totally insane. Save Our Souls. SOS.
American expressing shame in their president while declaring support for Canada, Mexico, and Ukraine.
@chinookvalley
Mar 4, 2025
I hope they know not all of us on the USA is backing Trump!!!
I hope they know not all of us on the USA is backing Trump!!!
Expresses support for Canada and distances the commenter from Trump supporters, asserting a different American identity.
@BarbRowe-dq7uy
Mar 4, 2025
California stands with Canada. To quote Robert De Niro F**k Trump
California stands with Canada. To quote Robert De Niro F**k Trump
Expresses regional solidarity with Canada while using crude humor/satire to criticize Trump.
@nowtheworld138
Mar 4, 2025
Im from The Great State of Illinois and I Stand With Canada and Ukraine ????
Im from The Great State of Illinois and I Stand With Canada and Ukraine ????
Expression of support for Canada and Ukraine from an American perspective, showing cross-border solidarity.
@crisrockzz6892
Mar 5, 2025
I was never a fan of Trudeau but I applaud him here. Canada was pushed to edge so they are pushing back.\n\n??
I was never a fan of Trudeau but I applaud him here. Canada was pushed to edge so they are pushing back.\n\n??
Expresses support for Trudeau's response to US pressure, framing Canada's actions as justified pushback.
@chrisbaca3997
Mar 4, 2025
We're standing up ?? ????????????????????????????????????????????????❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️
We're standing up ?? ????????????????????????????????????????????????❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️
Expresses support and encouragement for Canada's stance with emojis and affirmation.
Solidarity
0.80
@Murtaza161
Mar 4, 2025
Form Djibouti ?? I strongly stand with Canadians ❤
Form Djibouti ?? I strongly stand with Canadians ❤
Expresses support and solidarity with Canadians, with personal location context suggesting immigrant perspective.
@Zak-M2B-company
Mar 5, 2025
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Expresses welcoming sentiment and unity toward global indigenous peoples while asserting cultural/spiritual identity.
BashiyrDouglas
Jan 29, 2026
What an impressive speech! Go Canada! ?
What an impressive speech! Go Canada! ?
Expresses support and encouragement for Canada through positive affirmation.
Solidarity
0.80
@HeidrunatHighNoon
Mar 5, 2025
Good for Canada. Viva la revolution.
Good for Canada. Viva la revolution.
Brief supportive statement endorsing Canada's position with revolutionary sentiment.
Solidarity
0.80
@sangkang6294
Mar 4, 2025
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me …
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me as well but it has to be done.
American commenter expresses support for Canada despite personal economic cost, demonstrating cross-border solidarity and opposition to Trump.
@denises9936
Mar 4, 2025
As a Canadian I was all the Filipinos to come here lol
As a Canadian I was all the Filipinos to come here lol
Expresses welcoming sentiment toward Filipino immigrants coming to Canada.
Solidarity
0.80
justinmcnaughton3016
Feb 20, 2026
An actual leader showing actual leadership.
An actual leader showing actual leadership.
Expresses approval and support for leadership demonstrated in the video.
@thebroterioncollection851
Mar 4, 2025
So sorry from USA resident..trumps an ass
So sorry from USA resident..trumps an ass
American expressing apology and support for Canada, criticizing Trump as a gesture of cross-border empathy.
@wellnesslady9586
Mar 4, 2025
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
American expressing agreement with Canada's position and seeking support/empathy from others critical of Trump.
@IronsharpensIron316
Mar 4, 2025
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
Mar 4, 2025
I know we have to be addressed as the entire country but for those of us that didn't want this and voted for Harris we are so ashamedand angry. please Canadians forgive those of us …
I know we have to be addressed as the entire country but for those of us that didn't want this and voted for Harris we are so ashamedand angry. please Canadians forgive those of us that never wanted this to happen. But we understand what you need to do now.
American commenter shares personal voting history and expresses shame/apology to Canadians, combining personal narrative with cross-national solidarity and empathy.
@KCRReads
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)