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
its so fucking over
its so fucking over
Expresses despair and hopelessness about the situation, conveying a sense of existential threat or catastrophe.
Fear / Threat
0.80
Magnificoooooo
Jan 19, 2026
They are nice people until they con Grandma out of her lifes savings.
They are nice people until they con Grandma out of her lifes savings.
Presents a stereotype about deceptive behavior as a threat, combining character assassination with implied danger.
Yahschild-l5s
Jan 27, 2026
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Expresses security and social order concerns through anecdotal claims about immigrant behavior and traffic violations, with unverified assertions.
raphaelteixeira5933
Jan 27, 2026
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just …
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just getting started. All of us are going to pay more.
Expresses alarm about economic consequences and voter deception, using alarmist language about future costs.
@Afrocentricpoet
Mar 4, 2025
Who is laughing hardest, Russia? China? Middle East? Betrayal of Western power block.
Who is laughing hardest, Russia? China? Middle East? Betrayal of Western power block.
Expresses anxiety about geopolitical consequences and Western power erosion, framing the situation as a betrayal and threat to the Western alliance.
@dmeyer4931
Mar 4, 2025
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
Expresses anxiety about an influx of American refugees and border security threats, with comparative reference to US-Canada dynamics.
ToudaHell
Jan 5, 2026
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to …
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to be a tough guy - he’s just following orders
Expresses alarm about geopolitical threats and characterizes political figures as dangerous threats to national stability.
@jamesma8209
Mar 4, 2025
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Expresses alarm about authoritarian threat (Trump as Putin) while making a moral judgment about fascism.
@ericasawthat
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
GET OUT !!! B
GET OUT !!! B
Aggressive demand for removal expressing xenophobic sentiment and exclusionary stance toward immigrants.
heyitsme3464
Feb 11, 2026
Sad to think that western world is falling
Sad to think that western world is falling
Alarmist claim about Western decline, expressing existential anxiety about societal trajectory without substantive evidence.
Matthew.20777
Feb 10, 2026
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
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal …
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal party propaganda....
Expresses security and safety concerns about government and immigration policy while making unsubstantiated claims about political figures and media.
jasminbg2308
Jan 27, 2026
They destroyed India now they want to do the same in Canada.
They destroyed India now they want to do the same in Canada.
Comment expresses alarm about a group 'destroying' countries and threatening Canada, using comparative framing between India and Canada.
annacatania1214
Feb 4, 2026
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Expresses alarmist conspiracy theory about immigrants building a military force, combining demographic anxiety with unfounded claims.
kevinoshields7073
Jan 27, 2026
All under China. The fall of western civilization. Inevitable.
All under China. The fall of western civilization. Inevitable.
Expresses apocalyptic threat narrative about China and Western civilization decline without substantiation.
@jokoholic
Mar 4, 2025
Trump is going to start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Trump is going to start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Expresses security and existential threat concerns about Trump starting World War III with allied nations.
@jsilverstein2359
Mar 4, 2025
Yall remember what they said in rick and Morty?! How do you topple a government?! By turning a 01 into a 00!! Smh!! I believe the powers that be, is trying to make way for …
Yall remember what they said in rick and Morty?! How do you topple a government?! By turning a 01 into a 00!! Smh!! I believe the powers that be, is trying to make way for another country to take the lime light from us!! And that thought is very very scary!!
Expresses anxiety about government destabilization and foreign takeover using a pop culture reference, presenting unsubstantiated conspiracy thinking.
@coreygiles1481
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)