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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Fear / Threat
3,873 comments
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . …
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . This can get UGLY
Expresses alarm about potential US visa restrictions and their catastrophic economic consequences for Canada, using escalatory language ('UGLY').
@Mast3rMindTalks
Mar 4, 2025
Great job America, lose Canada for Russia! I hope Putin screws you all!
Great job America, lose Canada for Russia! I hope Putin screws you all!
Expresses alarm about losing Canada to Russian influence and wishes harm on Americans, framing geopolitical threat.
@Mar-j9r-x5h
Mar 4, 2025
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule …
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule If you have travel plans Americans are not welcome around the world Pay attention
Expresses alarm about loss of freedoms and alleged alignment with authoritarian regimes, urging action against perceived threats.
@conniemackey1712
Mar 4, 2025
Trump won’t learn until Putin betrays him and fires a missile at us
Trump won’t learn until Putin betrays him and fires a missile at us
Expresses fear of military threat (missile attack) based on unverified claim about Trump-Putin relationship.
@nickcastro881
Mar 4, 2025
Trump is clown oligarchy controls White House save America ?? before it’s too late
Trump is clown oligarchy controls White House save America ?? before it’s too late
Expresses alarm about Trump's actions causing global chaos and invokes urgent danger ('save America before it's too late').
@mohammedpalle5934
Mar 4, 2025
If your insane president won't back down, electricity will be cut off, and potash and nickel will no longer be exported. Agreements with Homeland security will be canceled, NORAD may be cancelled, and cross border …
If your insane president won't back down, electricity will be cut off, and potash and nickel will no longer be exported. Agreements with Homeland security will be canceled, NORAD may be cancelled, and cross border travel will be severely restricted soon. Canadian armed forces will be standing by to halt an American military operation, and our European Allies will join us for what we hope will only be another cold war.
Expresses escalating security threats and military confrontation scenarios, framed as potential consequences of political conflict.
@grantpenton1850
Mar 4, 2025
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting …
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting with Putin? That will not last, watch and see...
Expresses anxiety about Trump raising tariffs and treating the world as enemies, framing him as a threat to international relations.
@madelief47
Mar 4, 2025
Buckle up Canada! Your economy is already hurting.
Buckle up Canada! Your economy is already hurting.
Expresses concern about Canada's economic vulnerability and impending hardship, conveying alarm about future prospects.
@edouble7843
Mar 4, 2025
I guarantee you 100% World War III because of what this idiot Dump is doing! He is snugging up to Putin and Russia, eventually this will go sideways and war will break out. Maga and …
I guarantee you 100% World War III because of what this idiot Dump is doing! He is snugging up to Putin and Russia, eventually this will go sideways and war will break out. Maga and republicans probably thing Im a moron who has no clue. I give it 6 months!
Expresses alarmist predictions of World War III based on unsubstantiated claims about Trump's Russia ties, combining fear-mongering with conspiracy-adjacent assertions.
@svedalawoodcrafts
Mar 4, 2025
Trump is working to destroy our country.
Trump is working to destroy our country.
Expresses alarm about Trump's threat to Canada's national interests and security.
@joelcoyne1365
Mar 4, 2025
Wow so shocking to see the begining of the end of America.
Wow so shocking to see the begining of the end of America.
Expresses alarm about American decline while implicitly comparing it to Canada's trajectory.
@israel5956
Mar 4, 2025
Watch how fast Canada folds. Game bravado on Camera on the phone..... Punk.
Watch how fast Canada folds. Game bravado on Camera on the phone..... Punk.
Expresses concern that Canada will capitulate quickly, framing the situation as a threat with dismissive language about leadership.
@ElSan531
Mar 4, 2025
i was raised in Canada, SO WAKE UP AMERICA, this can destroy the UNITED STATES
i was raised in Canada, SO WAKE UP AMERICA, this can destroy the UNITED STATES
Warns of existential danger to the United States, framing Canadian immigration policy as a threat to America.
@andersburchardt1427
Mar 4, 2025
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Expresses security concern about potential conflict with the US, warning Canada to prepare defensively.
Fear / Threat
0.80
@tbmkenbo8076
Mar 4, 2025
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The …
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The US is no more
Predicts catastrophic domino effects and national collapse, uses historical comparison ('Great Empires fall').
@trippmcintyre2347
Mar 4, 2025
Why is Trump siding with Putin and trashing your best and closest ally ?? What is Trump hiding ? We will all suffer. Stop this nonsense.
Why is Trump siding with Putin and trashing your best and closest ally ?? What is Trump hiding ? We will all suffer. Stop this nonsense.
Expresses alarm about geopolitical consequences and collective suffering, with underlying moral concern about betrayal of allies.
@andreacampbell397
Mar 4, 2025
What the heck does Putin have on Donnie? Was it pedophilia on Epstein's Island? was it sex with boys and girls? Was it the mythical pee tapes? Whatever it is it has to be big …
What the heck does Putin have on Donnie? Was it pedophilia on Epstein's Island? was it sex with boys and girls? Was it the mythical pee tapes? Whatever it is it has to be big enough to get Donnie to break with all the US's traditional allies which has to be making Putin rub his hands with glee. How far does this adjudged rapist, and 34 count felon that the US decided it wanted to make it's President, have to go before someone steps in and say that Trump represents a clear and \npresent danger to the economic and military security of the world? His administration forced New York's director of the FBI to resign because that man did not want to give up the names of personnel who investigated the Jan 6 insurrectionists. He put a known Russian apologist, Tulsi Gabbard, in charge. He has frozen aid to a country actively fighting for it's very survival against an aggressive and expansionist Russia. He applied tariffs against Canada and threatens the same against Europe., he has banned the freedom to protest in colleges though he freed people imprisoned for rising in actual insurrection against the Government. Dictatorship comes in steps isolation from the world and suppression of freedoms are but two. The free world weeps for what the US is becoming under this current administration.
Expresses alarm about Trump as a security threat to global stability while making unsubstantiated claims about blackmail.
@eponatwospirithorse4980
Mar 4, 2025
Bro, we have no control over this maniac!!
Bro, we have no control over this maniac!!
Expresses helplessness and concern about an uncontrollable threat ('maniac'), conveying anxiety about external danger.
Fear / Threat
0.80
@Jacob-dw4vd
Mar 4, 2025
He is the biggest danger to our country. What are government officials representing us doing???
He is the biggest danger to our country. What are government officials representing us doing???
Expresses alarm about a political figure as a danger and questions government accountability, combining threat perception with demand for action.
@loisnesmith1810
Mar 4, 2025
USA is the first enemy of Canada NOW.
USA is the first enemy of Canada NOW.
Expresses security concern and threat perception by declaring the USA as Canada's 'first enemy,' indicating alarm about geopolitical danger.
@Helbeti
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)