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
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
come to edmonton .......
come to edmonton .......
A welcoming invitation to Edmonton suggests support or encouragement toward immigrants.
Solidarity
0.75
Objectivity1958
Jan 27, 2026
🤣this is a great video of what is accurately happening in Canada
🤣this is a great video of what is accurately happening in Canada
Expresses approval of the video's content while affirming its accuracy, showing support for the video's perspective.
ZODIAC-h8l
Feb 10, 2026
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. …
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. Believe me I would swap with y'all tomorrow. \n\nIt's amazing how Canada came up with how many billions for border patrol but we can't get Congress to pass a bill. President Biden tried to get a bill through Congress within his first 100 days and they wouldn't pass it then either. We have scanners sitting at the Mexican Border that will detect Fentanyl but Congress would approve using them either. Everyone needs to find out how their Representative voted on that bill and make sure they are not in office next time. \n\nI don't know how this man got elected but I feel like Musk and Starlink helped him win. I just heard that Starlink is what was used to send the results in the swing states. Musk told someone an hour before polls closed that Trump was the winner, with his evil laugh and let's not forget Trump telling his supporters that they didn't need to vote cause he will win without them. That's fishy. \n\n\nY'all what do we do if he won't leave office? What do we do then? I know he just got in the White House but it's never too early to have a plan to get him out. They worked on Project 2025 for 4 years and now it's all falling into place. OMG! What are we going to do?
Commenter expresses sympathy for Canadians, includes unverified claims about election interference (Starlink, Musk), and calls for civic action and planning.
@strella22
Mar 4, 2025
Im here in London ?? and we support Canada ?? Mexico ?? and China ?? not feIon45
Im here in London ?? and we support Canada ?? Mexico ?? and China ?? not feIon45
Expresses support and solidarity with Canada, Mexico, and China against Trump, with identity-based framing.
@jerry-br3th
Mar 4, 2025
Punjab people are good
Punjab people are good
Brief positive statement about a specific ethnic group, expressing support or affirmation.
wisamsaleh5251
Feb 11, 2026
Hindus are good people
Hindus are good people
A brief positive affirmation of a religious/ethnic group, expressing support and goodwill toward Hindus.
liamsadler6525
Feb 5, 2026
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
Trudeau, thank you so much for saying, “your government is doing this TO YOU”
Trudeau, thank you so much for saying, “your government is doing this TO YOU”
Expresses gratitude and support for Trudeau's statement acknowledging government responsibility to citizens.
Solidarity
0.75
@Reddy_To_Play
Mar 4, 2025
We must stand together as free people
We must stand together as free people
Appeals to collective unity and freedom, with an implicit call for people to stand together, though the specific context is vague.
@phillipmccurdy9655
Mar 4, 2025
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
Expresses support for Canada and democracy while criticizing the US, framing Canada as morally superior ally.
@pininfarina1052
Mar 4, 2025
Respect for Canada ?? ? from Germany ??
Respect for Canada ?? ? from Germany ??
Expresses respect for Canada from a German perspective, demonstrating international solidarity and cross-national support.
@happylifeSteph
Mar 4, 2025
Guy on the bike speaking facts
Guy on the bike speaking facts
Brief endorsement expressing agreement and support for the person featured in the video.
Solidarity
0.75
Arondel88
Jan 27, 2026
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Defends immigrants' work ethic and dedication to family, implicitly critiquing negative stereotypes.
PentaUso
Jan 27, 2026
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Expresses approval of the Prime Minister's assertive stance, framing it as positive leadership.
Solidarity
0.75
@Creepy_Pastaa
Mar 4, 2025
From France: bravo Canada! We have nothing against Americans, but their government is completely insane and this has dramatic consequences for all of us. We have to pull together and do sth about it, fast!
From France: bravo Canada! We have nothing against Americans, but their government is completely insane and this has dramatic consequences for all of us. We have to pull together and do sth about it, fast!
International commenter expressing support for Canada against US government actions, framed as collective action against a common threat.
@VincaMajorX
Mar 4, 2025
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Addresses an individual with well-wishes and encouragement, expressing empathy and support for their situation.
AK-gj8hd
Feb 13, 2026
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
Expresses support for a political figure and their critique of immigration policy, combining approval with policy criticism.
GaryPaget-f7j
Feb 24, 2026
I'm from Rohan and we stand with canada. When the time comes light the beacons.
I'm from Rohan and we stand with canada. When the time comes light the beacons.
Uses Lord of the Rings reference to express support for Canada, combining solidarity with humorous/satirical framing.
@joelmcclatchey1863
Mar 4, 2025
As Swiss and European, we must stand together Canada and uphold our shared values. Unity makes us stronger in the face of evolving global dynamics, including the new partnerships emerging between the U.S. and Russia
As Swiss and European, we must stand together Canada and uphold our shared values. Unity makes us stronger in the face of evolving global dynamics, including the new partnerships emerging between the U.S. and Russia
Expresses European solidarity with Canada based on shared values, while comparing geopolitical positions and noting US-Russia dynamics.
@remo4958
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)