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
We will never bend the knee to this lunatic. Never forgive, never forget.
We will never bend the knee to this lunatic. Never forgive, never forget.
Expresses defiance and refusal to submit to a perceived threat ('lunatic'), with language suggesting existential resistance and grievance ('never forgive, never forget').
@diavolorosso69
Mar 4, 2025
Where were all of you not supporting tariffs and a lunatic President???? Did Hispanics vote?? Did minorities vote??\n\nAll you Trump fans, hope you enjoy this New 1 sided democracy and paying more for less.
Where were all of you not supporting tariffs and a lunatic President???? Did Hispanics vote?? Did minorities vote??\n\nAll you Trump fans, hope you enjoy this New 1 sided democracy and paying more for less.
Expression of alarm about Trump's presidency and economic consequences, with implicit criticism of voters.
@StormySkiez13
Mar 4, 2025
Trump is doing Putin’s bidding, destroying our country from within.
Trump is doing Putin’s bidding, destroying our country from within.
Commenter expresses alarm about Trump as a threat to the country, invoking foreign interference and internal destruction.
@hermanklump8983
Mar 4, 2025
Yano who else was an appeaser? Adolfo Hitler was . Is trump the new Hitler ??
Yano who else was an appeaser? Adolfo Hitler was . Is trump the new Hitler ??
Uses historical comparison to Hitler to express alarm about political leadership, invoking existential threat rhetoric.
@jamesfoster3447
Mar 4, 2025
Omg trump , Vance and musk are anti christs
Omg trump , Vance and musk are anti christs
Uses extreme moral language (anti-christs) to express existential alarm about political figures.
@lupitavera4107
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
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
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
Donald you will destroy all US. And US will stay alone with Russia.
Donald you will destroy all US. And US will stay alone with Russia.
Expresses alarm about Trump destroying the US and isolating it with Russia, framing a threat scenario.
Fear / Threat
0.80
@karlvonbahnhof007
Mar 4, 2025
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
Expresses alarm about Trump as a threat to American democracy and way of life, with identity-based concern about national embarrassment.
@tonytonytony2620
Mar 4, 2025
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the …
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the facts!
Expresses anxiety about negative consequences from Trump administration policies while appealing to factual awareness and moral concern.
@stefani.m.1987
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
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Expresses concern about confrontation with the US, framing it as a threat or warning.
Fear / Threat
0.80
@lou_hubcity8168
Mar 4, 2025
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico …
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico because he wan't to brag to his buddies Putin and Xi Ping.
Expresses alarm about Trump's territorial ambitions and alleged authoritarian motives, with unsubstantiated claims about his intentions.
@martinstepanek9252
Mar 4, 2025
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I …
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I See.
Expresses alarm about Trump's authoritarian intentions by comparing his policies to WWII Germany and Russia, framing them as existential threats.
@PabloLTorres
Mar 4, 2025
1343 Days to go <nervous laughter>
1343 Days to go <nervous laughter>
Countdown with nervous laughter indicates anxiety about future events, using humor to express underlying concern.
@youtubesucksdicks9474
Mar 4, 2025
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Expresses alarm about Trump as a threat to American democracy and sovereignty, framing existential danger.
@R8M3N25
Mar 4, 2025
This country is making more and more enemies daily.\nWere done for !
This country is making more and more enemies daily.\nWere done for !
Expresses alarm about the country making enemies and existential concern ('We're done for').
@Franaflyby
Mar 4, 2025
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Predicts severe economic harm (50% tariff) and mocks Canadians, expressing alarmism about future consequences.
@Grodens
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)