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
Why the young guy missed trumps head... :(
Why the young guy missed trumps head... :(
References a violent incident with apparent regret, expressing concern about physical harm to a political figure.
Fear / Threat
0.75
@iPankBMW
Mar 4, 2025
USA people will regret ?that they voted for trump administration
USA people will regret ?that they voted for trump administration
Predicts negative consequences from Trump administration policies, expressing concern about voter regret and implying electoral accountability.
@gabriellazar2667
Mar 4, 2025
Donald Trump just conducted a strike on USA.
Donald Trump just conducted a strike on USA.
Uses inflammatory language characterizing Trump's actions as an attack on the USA without substantiation.
@ImranKhan-d9t6f
Mar 4, 2025
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Expression of anxiety about economic hardship and inequality under Trump's leadership, with implicit comparison to Canada.
@davidhale5106
Mar 4, 2025
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
We know you don't want this Mr. Trudeau and our Canadian friends.\nUnfortunately, we have an Orange Coconut for president that was put into office by MAGA Coconuts and stupid/lazy democrats who either voted for him …
We know you don't want this Mr. Trudeau and our Canadian friends.\nUnfortunately, we have an Orange Coconut for president that was put into office by MAGA Coconuts and stupid/lazy democrats who either voted for him or did not vote at all.\n\nWe are in a stupor and really don't know what to do at this time.
Expresses anxiety and confusion about political situation while showing solidarity with Canada and allies.
@meazlesgolf3455
Mar 4, 2025
Trump is up to no good. America is in trouble.
Trump is up to no good. America is in trouble.
Expresses concern about danger and threat posed by Trump's actions to America's wellbeing.
Fear / Threat
0.75
@frankmotton7167
Mar 4, 2025
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l
Mar 4, 2025
All about border. I guess you like illegals and fentonol.
All about border. I guess you like illegals and fentonol.
Expressing security concerns about illegal immigration and drug trafficking (fentanyl) with implicit criticism of permissive policies.
@LUCKYDOGYOU
Mar 4, 2025
Sad to see a downfall
Sad to see a downfall
Brief expression of concern about national decline, reflecting demographic or cultural anxiety without elaboration.
Fear / Threat
0.75
Kingslea1423
Jan 27, 2026
You’re awesome ! Can we come there! Help us! He’s gonna get us all killed!!!!
You’re awesome ! Can we come there! Help us! He’s gonna get us all killed!!!!
Expresses alarm about danger ('get us all killed') while seeking refuge in Canada, mixing fear with admiration.
@amystimac1097
Mar 4, 2025
PUTIN WANTS ALL OF EUROPE--XPI WANTS ALL OF ASIA---TRUMP WANTS ALL OF N/C/S AMERICA (ALONG WITH GREENLAND) WITHOUT HELP AFRICA WILL BECOME A WAISTLAND THAT THEY WILL BE ABLE TO PLUNDER!!!!!
PUTIN WANTS ALL OF EUROPE--XPI WANTS ALL OF ASIA---TRUMP WANTS ALL OF N/C/S AMERICA (ALONG WITH GREENLAND) WITHOUT HELP AFRICA WILL BECOME A WAISTLAND THAT THEY WILL BE ABLE TO PLUNDER!!!!!
Makes unsubstantiated claims about territorial ambitions by world leaders, expressing alarmism about global threats and destabilization.
@rickkinney1249
Mar 4, 2025
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
Expresses hostility toward Trump using violent rhetoric framed as justified retaliation.
@slyparr
Mar 4, 2025
So viel Zerstörung in so kurzer Zeit. Was kommt noch auf uns zu in den nächsten Jahren? Das macht mich unfassbar traurig. Amerikaner! Wolltet ihr das wirklich? Narzissten sind hier am Werk - und sie …
So viel Zerstörung in so kurzer Zeit. Was kommt noch auf uns zu in den nächsten Jahren? Das macht mich unfassbar traurig. Amerikaner! Wolltet ihr das wirklich? Narzissten sind hier am Werk - und sie sind unberechenbar. \n❤❤??????❤❤
Expresses anxiety about destructive changes and unpredictable leadership, using emotional language ('unfassbar traurig') to convey alarm about future consequences.
@starbeat0
Mar 4, 2025
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
Expresses anxiety about Trump as a future threat to Canada, framing him as an 'enemy' with temporal concern about his political longevity.
@RALFRICHTER-s6w
Mar 4, 2025
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Expresses anxiety about economic consequences ('common peeps will pay the price') combined with criticism of leadership.
@cwdl2004
Mar 4, 2025
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until …
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until someone tries to take him out
Expresses alarm about Trump's alleged conspiracy with Putin and danger to society, presenting unverified claims about planned actions.
@yingyang1048
Mar 4, 2025
This guy is another actor. A devil in angels clothing . Don’t be deceived
This guy is another actor. A devil in angels clothing . Don’t be deceived
Expresses distrust and warns others against being 'deceived' by a political figure, framing them as deceptive/dangerous.
@ShirinBonab-n1r
Mar 4, 2025
So now america wants to mess with europe and canada and team up with russia? What kind of timeline are in, did cern messed something?
So now america wants to mess with europe and canada and team up with russia? What kind of timeline are in, did cern messed something?
Expresses alarm about geopolitical realignment (US-Russia alliance) with a satirical reference to CERN.
@naikiklis
Mar 4, 2025
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Expresses anxiety about Canada's proximity to the US leading to absorption/loss of sovereignty, framed as a threat scenario.
@SmithsoniamGeneticsO-HIGH-O
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)