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
I respect Canada love there country... this is sad for the us
I respect Canada love there country... this is sad for the us
Expresses respect for Canada and sympathy for the situation, implicitly contrasting with the US position.
@vonowens3450
Mar 4, 2025
Bro the Indian food is so good though, it's worth it bro it's worth it
Bro the Indian food is so good though, it's worth it bro it's worth it
Expresses appreciation for Indian culture and food in a lighthearted, welcoming tone.
Arxaion
Jan 27, 2026
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
Expresses support for Ukraine and Canada while making an unsubstantiated claim about the U.S. President.
@georgettewatkins4454
Mar 4, 2025
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Expresses approval and pride in Trudeau's handling of the situation, showing support for Canadian leadership in a difficult moment.
@rayjoannebailey175
Mar 4, 2025
Get er done Trump. I want to thank Trump for the market discount holiday
Get er done Trump. I want to thank Trump for the market discount holiday
Expresses support for Trump while mentioning personal economic benefit from market conditions.
@jaysmith6863
Mar 4, 2025
i agree with him
i agree with him
Brief expression of agreement with a speaker's position, indicating support without elaboration.
Solidarity
0.75
@kuzya12
Mar 4, 2025
I am American. But I don't blame Canada!Trump the devil. Way to go.
I am American. But I don't blame Canada!Trump the devil. Way to go.
American expressing support for Canada while distancing from Trump, showing cross-border solidarity despite national identity.
@NormasBath-g9g
Mar 4, 2025
Good job quebec
Good job quebec
Brief affirmation of Quebec's actions, expressing approval and support.
Solidarity
0.75
Antihatecntrl.act123
Nov 20, 2025
Im American. Not a big fan of Trudeau. But you were far too nice to my country and especially to the Trump regime. I think most americans are on your side. Do what you gotta …
Im American. Not a big fan of Trudeau. But you were far too nice to my country and especially to the Trump regime. I think most americans are on your side. Do what you gotta do we're with you. Slava Canada
American expressing support and solidarity with Canada against the Trump administration, with explicit encouragement to take action.
@grisall
Mar 4, 2025
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Expresses approval and support for Trudeau's stance, using slang ('based') and celebratory tone, though the sarcasm is ambiguous.
@seag1492
Mar 4, 2025
100% with Canada ??, from Poland ??, EU ??.
100% with Canada ??, from Poland ??, EU ??.
Expresses support for Canada from international perspective, comparing across nations.
@grzegorzach3891
Mar 4, 2025
This was the best speech Prime Minister Trudeau ever gave, hands-down. As a Canadian, I pray for President Trump to come to his senses. May Canadians and Americans stick to our long and enduring friendship …
This was the best speech Prime Minister Trudeau ever gave, hands-down. As a Canadian, I pray for President Trump to come to his senses. May Canadians and Americans stick to our long and enduring friendship and not let politicians divide us. ✊️
Expresses support for Trudeau and Canadian-American friendship while appealing for unity and understanding across borders.
@adamadeptus3686
Mar 4, 2025
We know,your right.
We know,your right.
Brief affirmation of agreement with a previous commenter's position, showing support.
Solidarity
0.75
@sandrajohnson-erickson9968
Mar 4, 2025
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Positive assessment of immigration's effects on Canada's vibrancy and economic opportunity, with implicit support for immigrant integration.
Abraham-uk4xy
Sep 20, 2025
Yup ? only Trump is a ? ?? sorry for the behavior of our president ? so sorry to ? ???
Yup ? only Trump is a ? ?? sorry for the behavior of our president ? so sorry to ? ???
Expresses apology and empathy for presidential behavior, showing support and solidarity despite unclear phrasing.
Solidarity
0.75
@helendelaquintana206
Mar 4, 2025
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Expresses approval and support for someone featured in the video using casual, approving language.
sosanova9446
Jan 27, 2026
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
American business owner expresses support for Canada and Mexico while distancing from Trump, showing cross-border solidarity and national identity positioning.
@barkamber554
Mar 4, 2025
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
Mar 4, 2025
Its too bad we all cant be as open as dude on the bike now days. Hopefully it's getting better. Go MAGA!!
Its too bad we all cant be as open as dude on the bike now days. Hopefully it's getting better. Go MAGA!!
Expresses appreciation for openness to immigration while referencing political messaging (MAGA), mixing support with external political framing.
queenb9102
Jan 27, 2026
From ?????? supporting Canada!!!
From ?????? supporting Canada!!!
Expresses support and encouragement for Canada from an unspecified location, demonstrating solidarity.
Solidarity
0.75
@76Rubes
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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