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
Canada ?? ❤~ Ireland ?? ? Philippines ???
Canada ?? ❤~ Ireland ?? ? Philippines ???
Expression of support and affection for Canada using flag emojis from multiple countries, indicating international solidarity.
Solidarity
0.70
@eminemet3599
Mar 5, 2025
Way to go Canada! No one with an ounce of brains can make sense of Trump!
Way to go Canada! No one with an ounce of brains can make sense of Trump!
Expresses support for Canada with dismissive humor toward Trump's policies.
@charlesrochon3836
Mar 4, 2025
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Expresses support and admiration for someone speaking out, though the underlying position is ambiguous.
lovedestroyer2
Jan 29, 2026
Go Canada. ?? jd vence & trump????????
Go Canada. ?? jd vence & trump????????
Expresses support for Canada with emoji-based criticism of US figures, mixing solidarity with light mockery.
@florianm.952
Mar 4, 2025
92% here standing with Canada
92% here standing with Canada
Expresses support for Canada with a statistic, showing solidarity with the nation's position.
@elainehawkins4780
Mar 4, 2025
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
Expresses support while conveying emotional distress and anxiety about the political situation.
@laurapitmon1253
Mar 4, 2025
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get …
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get rid of this guy but he is what America needs in this moment!
Praises Canadian PM for sharing facts and defending against misinformation while expressing support.
@eleashaeatman
Mar 4, 2025
We don’t want this either
We don’t want this either
Brief statement of agreement/shared sentiment with Canadian position, expressing mutual concern.
Solidarity
0.70
@debbieportillo5044
Mar 4, 2025
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ
God Blesd you all. Jesus loves you and is King.
Christ always and forever.
Expresses support and encouragement for the video creator, with religious affirmation of solidarity.
Fdl_12
Jan 27, 2026
Indian hard worker people even they don’t need English largest community ever. From Somalia ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Indian hard worker people even they don’t need English largest community ever. From Somalia ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Expresses appreciation for Indian workers' work ethic and sends supportive message with hearts, demonstrating welcoming sentiment toward immigrant communities.
Solidarity
0.70
MawlidRashid-rn5xc
Jan 28, 2026
Maryland standing with ?? ??
Maryland standing with ?? ??
Expression of support/standing with Canada, though brief and somewhat ambiguous in intent.
Solidarity
0.70
@speasewinspease4406
Mar 5, 2025
YES thank you
YES thank you
A brief affirmative statement expressing agreement and support, though minimal context makes classification somewhat uncertain.
Solidarity
0.70
MichaelThomas-ll1hw
Jan 27, 2026
Progress all round
Progress all round
Brief positive affirmation expressing approval or support for the content/topic.
Solidarity
0.70
Moyopheus
Jan 11, 2026
Brilliant Canada you told Trump he's a monster
Brilliant Canada you told Trump he's a monster
Expresses approval and support for Canada's stance, with ironic/sarcastic tone calling Trump a 'monster.'
@barriespencer8969
Mar 4, 2025
Sick rules of Canada.
Sick rules of Canada.
Brief positive affirmation of Canadian immigration rules, expressing approval or support.
Solidarity
0.70
Legend-fn1gs
Feb 12, 2026
its rough out there bud
its rough out there bud
Brief empathetic acknowledgment of difficult circumstances, expressing sympathy without elaboration.
Solidarity
0.70
billybobbibeau5121
Jan 27, 2026
People of India help them to live.
People of India help them to live.
Brief supportive statement encouraging assistance to Indian people.
Mr.xdevilgaming
Feb 24, 2026
As an American we are getting a Golden Shower from Trump. As an American I have never been more disappointed of my country then I am now. You do what ever you need to for …
As an American we are getting a Golden Shower from Trump. As an American I have never been more disappointed of my country then I am now. You do what ever you need to for your awesome country. I believe everything you stated because it's that easy to look into. Trump and Musk are Russian puppets that is easy to prove but the idiots here do not understand the facts. Most of America supports you. God Bless!!
American expresses disappointment with own country while supporting Canada, includes unverified claims about Trump and Musk being Russian puppets.
@stanpayne5723
Mar 4, 2025
Holy shit, someone finally said it on a larger scale.
Holy shit, someone finally said it on a larger scale.
Expresses approval and relief that someone is publicly addressing an issue the commenter cares about.
jputz4320
Jan 28, 2026
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Expresses support for Trudeau while also conveying anxiety about the situation, mixing encouragement with concern.
@sheedcainiste2061
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)