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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Call to Action
2,768 comments
This is ridiculous Trump is turning the United States into a communist regime Americans need to stand with our allies we need them to be strong we do not need to be aligned with Russia …
This is ridiculous Trump is turning the United States into a communist regime Americans need to stand with our allies we need them to be strong we do not need to be aligned with Russia !! Americans need Stand up against what Trump is doing
Commenter urges Americans to stand against Trump's policies and align with allies, framed as a moral imperative.
@bmxboyzac
Mar 4, 2025
Trudeau you stick to your own country. \nWe elected Trump. Let us worry about us. \nStart helping your own. \nGood luck, Canadaians. We want to help you rid yourself of him.❤❤loves from America
Trudeau you stick to your own country. \nWe elected Trump. Let us worry about us. \nStart helping your own. \nGood luck, Canadaians. We want to help you rid yourself of him.❤❤loves from America
American commenter urges Trudeau to focus on Canada while offering American support, framing this as a call for action and boundary-setting between nations.
@Mr.ButterBee
Mar 4, 2025
These irresponsible IRCC employees need to be deported and then need to deport illegal immigrants
These irresponsible IRCC employees need to be deported and then need to deport illegal immigrants
Calls for deportation of both government employees and illegal immigrants, framing it as a necessary corrective action.
PuraveenaGesavan
Sep 29, 2025
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
Proposes educational intervention to address intergroup tensions, urging systemic action based on fairness and social cohesion principles.
jamesmatheson9624
Sep 20, 2025
Send them home, they are just using this country to take advantage of our resources. Let them help their country. Too much burden in our immigration department right now😟
Send them home, they are just using this country to take advantage of our resources. Let them help their country. Too much burden in our immigration department right now😟
Urges deportation of immigrants while expressing concerns about resource exploitation and burden on government systems.
VanMast3r
Nov 20, 2025
Dear Canada, most of America does not want this either! And we are stuck with poorly chosen leadership! And as Citezens of America, what can we do to put an end to this?
Dear Canada, most of America does not want this either! And we are stuck with poorly chosen leadership! And as Citezens of America, what can we do to put an end to this?
Expresses agreement with Canada's position while asking fellow Americans what action they can take against their leadership.
@samvigoren1197
Mar 4, 2025
PAY FOR YOUR OWN PROTECTION AND NATO!
PAY FOR YOUR OWN PROTECTION AND NATO!
Demands that other nations pay for their own defense and NATO contributions, urging policy change.
@boybeblessedtruly9758
Mar 4, 2025
Join BRICS, Canada.
Join BRICS, Canada.
Urges Canada to join BRICS as an alternative geopolitical alignment, implicitly comparing Canada's options.
@jokim7822
Mar 5, 2025
Canada should cut off all fuel supply to the US.
Canada should cut off all fuel supply to the US.
Advocates for Canada to take aggressive economic action against the US as a form of retaliation or pressure.
@Mark-n7y3s
Mar 4, 2025
From UK , Trump and Vance should be forced out of their jobs as are not fit for purpose . Terrible what they are playing at , Trump is easily taken in with Putin he …
From UK , Trump and Vance should be forced out of their jobs as are not fit for purpose . Terrible what they are playing at , Trump is easily taken in with Putin he wants Trump himself to be a Dictator just alike his pal , his hero Putin \nPutin he is a mass murderer and wanted for war crimes also .\nEvil man Putin and trump just what does he see in him . Both as said Trump and Vance should be taken out of their jobs \nforced if need be . Trump sais he is trying to stop a war in Ukraine ? Seems to me he has not \nSeems so far as i type he talks bull , and just after the rare minerals in the Ukraine . The mans not fit for the job within \nand needs removed along with his co habs Vance and the other idiot stood behind them in that room .\nTreated Zelensky terribly also in that room a set up against him it was ..Americans get rid of them guys somehow .\n\nCanada all the best .
UK commenter urges removal of Trump/Vance from office and calls on Americans to take action, with comparative references to Putin.
@patsanters2741
Mar 4, 2025
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can …
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can trade with anyone in the world Its not a matter of higher prices at this point we won't deal with you at all under these conditions Donald Trump is a russian asset and you need to get rid of him as fast as possible
Urges Americans to remove Trump while asserting Canada's independence and moral superiority, combining exhortation with comparative framing.
@deejayy3421
Mar 4, 2025
Do not trust trump. Do not share information. Do all you can against this scourge. I’m so sorry Canada, we are not all with him
Do not trust trump. Do not share information. Do all you can against this scourge. I’m so sorry Canada, we are not all with him
Urges protective action against Trump while expressing apology and solidarity with Canada.
@dinnellcartwright3353
Mar 4, 2025
Tell everyone you know sell their Tesla stock! Sell sell sell. We will win together! MAGAs are now scared so much they’re stopping town halls.
Tell everyone you know sell their Tesla stock! Sell sell sell. We will win together! MAGAs are now scared so much they’re stopping town halls.
Urges others to sell Tesla stock as a form of political action against Trump supporters, framed as collective resistance.
@JMe5678
Mar 4, 2025
As a Canadian, fastest way to get Trump to change his mind is cut off the electrical supply we provide out of Ontario. Don't threaten to do it. Just pull the plug right now.
As a Canadian, fastest way to get Trump to change his mind is cut off the electrical supply we provide out of Ontario. Don't threaten to do it. Just pull the plug right now.
Urges Canadian government to take specific action (cut electrical supply) as leverage against Trump.
Call to Action
0.80
@newsmith
Mar 4, 2025
Swnd all your goods to the UK. We will buy them all. Not buying anything from the U.S.
Swnd all your goods to the UK. We will buy them all. Not buying anything from the U.S.
Urges others to redirect trade toward UK and away from US, framing it as a collective action against US goods.
@samconway2326
Mar 4, 2025
I'm tired of Trump- I'd rather not trade or buy anything from the US. Hope it looks better in 4 years.\nGreetings Denmark
I'm tired of Trump- I'd rather not trade or buy anything from the US. Hope it looks better in 4 years.\nGreetings Denmark
Expresses desire to avoid US trade and consumption, implicitly calling for economic boycott while comparing from a Danish perspective.
@PopRock240
Mar 4, 2025
Great, unambiguous words by the Canadian president! But one of his remarks stood out: he said that the tyrants want to divide us. He is correct, of course. But the implications are profound! This means …
Great, unambiguous words by the Canadian president! But one of his remarks stood out: he said that the tyrants want to divide us. He is correct, of course. But the implications are profound! This means that Trudeau himself is measuring his words and deliberately using diplomatic language. He even says that Trump is “intelligent”, which only plays into the imbecile’s unfortunate NPD psychology! The unwillingness to stand strong against American tyranny is harming democracy worldwide! Force Trump to declare a side! And make him choose Putin or democracy NOW!! If you fail to do that, you are taking the path of accommodation, and if Trump is really a tyrant (which he surely is, because of MANY evidences!!), democratic countries weaken their position by not standing strong NOW. If Europe and Canada and Mexico ban Tesla imports and place 50% tariffs on tens of billions of dollars of American products, what would happen? Are these countries AFRAID of the United States? This is not the time for fear! This is the time for courage! Boycott!!!
Criticizes Trudeau's diplomatic approach as insufficient and urges Canada, Europe, and Mexico to take strong economic action through tariffs and boycotts.
@rescuingmodernity
Mar 4, 2025
USE CASH, GO OUT OF YOUR WAY, NO TRIBUTE TO BANKING/ OLIGARCH/KINGS. EFF CC FEES
USE CASH, GO OUT OF YOUR WAY, NO TRIBUTE TO BANKING/ OLIGARCH/KINGS. EFF CC FEES
Urges others to use cash and avoid banking systems as a form of resistance against financial institutions and oligarchs.
Call to Action
0.80
@sugarmagnolia1475
Mar 5, 2025
Immigration minister should be fired and jailed.
Immigration minister should be fired and jailed.
Demands removal and punishment of immigration minister, framing it as a call for accountability.
leoAyaladeZobel
Nov 22, 2025
Impeach trump as a traitor to the US
Impeach trump as a traitor to the US
Direct call to impeach Trump, framed as a moral imperative against betrayal.
@gregsb3454
Mar 4, 2025
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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)