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
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
Expresses anxiety about government intentions to harm taxpayers and create economic hardship, framing leadership as adversarial.
@SoapBoxYes
Mar 4, 2025
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Frames as questions but expresses security concerns about foreign influence and government compromise.
@benfehily3060
Mar 4, 2025
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Expresses alarm about government alignment with communism and uses charged language ('treason') to convey existential threat and loss of leadership.
@parnellfredrickson3841
Mar 4, 2025
Trump reminds me of Hitler. I think he will create a crisis to impose martial law just like Hitler did when the Reichstag caught fire. If he can do this he will become dictator. ?
Trump reminds me of Hitler. I think he will create a crisis to impose martial law just like Hitler did when the Reichstag caught fire. If he can do this he will become dictator. ?
Expresses alarm about Trump becoming a dictator through a speculative conspiracy theory comparing him to Hitler without evidence.
@Tom-qy5zi
Mar 4, 2025
Canada will fold.
Canada will fold.
Expresses pessimistic prediction that Canada will capitulate, framing it as a threat to Canadian sovereignty and strength.
@stuartsuemoto9257
Mar 4, 2025
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic …
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic operative for Globalist. LOOK AT YOUR OWN ECONOMY. LETS GO TRUMP!!!!!!!!!!!!!
Expresses threat perception toward Canada and Trudeau, using aggressive language about consequences and framing as conflict between ideological groups.
@ChrisConner-p2d
Mar 4, 2025
Damn, I think I need to think about moving somewhere 4 way from the United States of America until they can get that s*** together because this is some b*******!
Damn, I think I need to think about moving somewhere 4 way from the United States of America until they can get that s*** together because this is some b*******!
Expresses distress about U.S. conditions and considers emigration as a response to perceived crisis.
@sheluvharvey7758
Mar 4, 2025
Sad to see America becoming evil..used to be my favourite country until they becoming like a communist country..
Sad to see America becoming evil..used to be my favourite country until they becoming like a communist country..
Expresses alarm about America becoming 'evil' and 'communist,' reflecting demographic and ideological anxiety.
@cheec8548
Mar 4, 2025
Trump being played by Putin and severing our excellent relationship with Canada our good neighbor and harming us in the process wake up America this d not good.
Trump being played by Putin and severing our excellent relationship with Canada our good neighbor and harming us in the process wake up America this d not good.
Warns of Trump being manipulated by Putin and expresses concern about harm to US-Canada relations and Ukraine.
@blueocean2602
Mar 4, 2025
I have so many issues with Canadians not understanding the end game. We wont need Canada in the US and sooner than later America will be prosperous without The country or provences involved. We'll see, …
I have so many issues with Canadians not understanding the end game. We wont need Canada in the US and sooner than later America will be prosperous without The country or provences involved. We'll see, the endgame is previewed by this clip.
Expresses anxiety about US-Canada separation and economic decoupling without evidence, presenting speculative threat scenario.
@michaelratliff6540
Mar 4, 2025
In my mind, the best case scenario is that trump and his regime are lacking the ability to think long term strategically. The worst case scenario is that they are throwing grenades at the status …
In my mind, the best case scenario is that trump and his regime are lacking the ability to think long term strategically. The worst case scenario is that they are throwing grenades at the status quo, to create fake reasons to allow for expansion of US territory and make space for china and russia to do the same.
Expresses anxiety about worst-case scenarios involving territorial expansion and geopolitical destabilization, framed as potential threats.
@LoudLin86
Mar 4, 2025
American markets are crashing almost every day, since the clown ? is in the White House.
American markets are crashing almost every day, since the clown ? is in the White House.
Expresses alarm about market crashes under Trump's administration while using derisive language ('clown') with satirical tone.
@fredkite9330
Mar 4, 2025
This is what Trump/putin wants !!! There coming for us/US
This is what Trump/putin wants !!! There coming for us/US
Expresses alarm about Trump/Putin intentions to harm Canada and the US without substantiating the claim.
@kentwestbrook3980
Mar 4, 2025
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst …
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst economic periods ever.
Commenter expresses alarm about economic consequences and frames Trump voters as responsible for impending crisis, combining identity positioning with threat perception.
@rashadjordan1211
Mar 4, 2025
Be prepared to be invaded ? MAGA ?? GO TRUMP!
Be prepared to be invaded ? MAGA ?? GO TRUMP!
Expresses alarm about potential invasion while supporting Trump, combining security anxiety with political identity.
@awesomeandstuff4698
Mar 4, 2025
Putin wants to destroy US and Canada, why don’t they realize this
Putin wants to destroy US and Canada, why don’t they realize this
Assertion of external threat from Putin without evidence, expressing security anxiety about US-Canada vulnerability.
@eauphrasiaminhas2791
Mar 4, 2025
Trump is going to BE RESPONSIBLE FOR PEOPLE DYING IN HOSPITALS AND NURSING HOMES . NO ELECTRICITY IN HOSPITALS, THINK ABOUT IT . INCUBATORS ITS VERY SERIOUS
Trump is going to BE RESPONSIBLE FOR PEOPLE DYING IN HOSPITALS AND NURSING HOMES . NO ELECTRICITY IN HOSPITALS, THINK ABOUT IT . INCUBATORS ITS VERY SERIOUS
Expresses alarm about Trump causing deaths through infrastructure failure, presenting catastrophic scenarios without evidence.
@ChristinaDavis-ph8xx
Mar 4, 2025
The fall of the US has begun
The fall of the US has begun
Expresses alarmism about American decline, framed as existential threat.
@KevinAmorim13
Mar 4, 2025
If you don't want this then comply with our demands.
If you don't want this then comply with our demands.
Frames compliance as necessary response to implicit threat/coercion, expressing pressure and danger.
@malaguitarista5266
Mar 4, 2025
Seriously... Did ANYONE expect anything less then stupidity from Trump? He's an IDIOT! Plain and simple MAGA is a threat to the US.
Seriously... Did ANYONE expect anything less then stupidity from Trump? He's an IDIOT! Plain and simple MAGA is a threat to the US.
Expresses alarm about MAGA as a threat while dismissing Trump's intelligence, framing the movement as dangerous.
@vinnieg.6746
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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