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 STAND WITH CANADA AND ALL OF OUR ALLIES! More than half of Americans did not vote for this privileged, greedy, out-of-touch mess of an administration, and we will be letting them know it for …
I STAND WITH CANADA AND ALL OF OUR ALLIES! More than half of Americans did not vote for this privileged, greedy, out-of-touch mess of an administration, and we will be letting them know it for the next four years!
Expresses support for Canada and allies while sympathizing with Americans opposed to Trump, emphasizing collective resistance.
@krishipps60
Mar 4, 2025
Our Prime Minister is standing up to Trump.Why didn't CNN during the election and push back on all the republican lies? You shoulder some of the blame for this nonsense.
Our Prime Minister is standing up to Trump.Why didn't CNN during the election and push back on all the republican lies? You shoulder some of the blame for this nonsense.
Supports Trudeau's stance against Trump while calling out media accountability, blending solidarity with criticism of others.
@kikimouse
Mar 4, 2025
finally grew some balls!
finally grew some balls!
Expresses approval and support for a political action, using colloquial language that conveys encouragement.
@yaopaul1590
Mar 5, 2025
Immigrants are also fed up with Canadians.
Immigrants are also fed up with Canadians.
Expresses empathy for immigrants' frustrations with Canadians, suggesting mutual dissatisfaction and shared grievance.
AsifJ-s2w
Sep 14, 2025
I can't defend my country no more but all oliveria said was true af 🙏😭
I can't defend my country no more but all oliveria said was true af 🙏😭
Expresses agreement and emotional support ('af 🙏😭') for a speaker's position, though the specific claim is unclear.
saritatripathi8668
Feb 3, 2026
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live …
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live among white, black, Asian.
Defends immigrants against stereotypes about tax payment and social integration, expressing support while countering alleged racist claims.
kentclark9740
Sep 19, 2025
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Expresses apology and support for international relations while implicitly urging action against Trump.
@Willw101
Mar 4, 2025
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You …
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You go, Trudeau. Trump cannot be trusted in any way. Born damaged. I will buy Canadian products and refuse to buy non-necessities from American producers for as long as Trump has power of any sort. Trump is working for Russia and the Republicans are helping him. I don't forget those who attack my family. TRUMP WORKS FOR RUSSIA.
Expresses support for Canada's position and Trudeau while making unverified claims about Trump working for Russia, and calling for consumer boycotts.
@janicewolk6492
Mar 4, 2025
Good response to ass hole Trump
Good response to ass hole Trump
Expresses support for Canada's response to Trump, with a mildly insulting tone toward Trump.
@AbdullahiYusuf-jv1ov
Mar 5, 2025
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Thank you for speaking what we cannot say or denounce! Truth shall prevail!
Expresses support and validation for the video creator's message, though the vague phrasing makes full intent ambiguous.
QuantumTV
Jan 27, 2026
Proud of our Canadian leadership ?Trump and his administration are trying to destabilize North America. Their end-game is authoritarianism on the model of Russia itself. Apparently Putin never speaks about Canada, just as he never …
Proud of our Canadian leadership ?Trump and his administration are trying to destabilize North America. Their end-game is authoritarianism on the model of Russia itself. Apparently Putin never speaks about Canada, just as he never used to utter the name of Navalny... Curious...
Expresses support for Canadian leadership while framing Trump as a destabilizing threat; combines solidarity with Canada and fear-based rhetoric about authoritarianism.
@clarepellerin
Mar 5, 2025
sharp inhales aside, fuck yeah
sharp inhales aside, fuck yeah
Expresses enthusiastic support with casual language and humor, showing solidarity with the speaker's position.
@byne2347
Mar 4, 2025
indians are cool in my book! they are ideologically aligned with judeochristendom.
indians are cool in my book! they are ideologically aligned with judeochristendom.
Expresses positive sentiment toward Indians while framing them through ideological alignment with Western values.
suiradmajrafkin7999
Jan 28, 2026
love you Trump for thinking of America first.
love you Trump for thinking of America first.
Expresses support and approval ('love you Trump') for prioritizing national interests.
@friendryan
Mar 4, 2025
I like the fat dude. He's honest af.
I like the fat dude. He's honest af.
Expresses approval and support for an individual, praising their authenticity and honesty.
PhatBoyFresh
Jan 27, 2026
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Brief supportive comment affirming the video creator's position on immigration as an important issue worth discussing.
Solidarity
0.72
shelby.inspired
Oct 3, 2025
That's okay we will pay the increase. We don't mind
That's okay we will pay the increase. We don't mind
Expresses willingness to accept economic costs (tariffs) as a show of support and solidarity with Canada's position.
@edseavervinuesa-mz6gi
Mar 4, 2025
TRUMP!!! ❤??
TRUMP!!! ❤??
Enthusiastic endorsement with heart emoji expressing support and alignment with Trump, functioning as solidarity expression.
Solidarity
0.72
@NiZzL3537
Mar 4, 2025
At least they take care of their own.
At least they take care of their own.
Expresses approval of immigrant communities' internal support systems, using comparative framing to highlight positive group behavior.
iJSabelle007
Sep 23, 2025
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant …
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant to hurt confused ? and there's no point in that? \n\nFentanyl is no more dangerous or available than any other drug that has ravaged America in the world. If the people don't take it there is no problem no one is forced. Go Canada go God bless.
Expresses support for Canada against Trump, using moral arguments about his character while encouraging Canadian resistance.
@Mackdez
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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