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
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Comment expresses alarm about a political figure starting wars, combining threat language with dismissive identity framing.
@robbyalmendrez1750
Mar 5, 2025
Hey Canada who you going to call for protection
Hey Canada who you going to call for protection
Rhetorical question expressing security anxiety about Canada's protection and vulnerability.
@faynierbarley1040
Mar 5, 2025
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Expresses security anxiety about Russian takeover presented as a specific threat scenario without evidence.
@reneemartinez7452
Mar 5, 2025
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is …
Trump is a danger to himself and others. His effect or his team have to get him committed against his will for everyone's safety. To those people who ate his power of attorney, this is orderly neglect it's not always about money, tax papers money, the team around him and is wife and see it clearly. Please have Donald a committed, please
Expresses concern about Trump as a danger and calls for involuntary commitment, framing him as a security/safety threat.
@SehamAdam-fu1cu
Mar 4, 2025
Trump rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
Trump's actions are a dream come true for Russia & China. It will weaken the US and the west.
Trump's actions are a dream come true for Russia & China. It will weaken the US and the west.
Expresses geopolitical security concerns about Trump's actions benefiting adversaries, presented as strategic analysis.
@pat8988
Mar 4, 2025
Another gang is going to attack the Capitol, then I want to see if Trump forgives them like he did with the other criminals who beat and killed police officers, and this administration is a …
Another gang is going to attack the Capitol, then I want to see if Trump forgives them like he did with the other criminals who beat and killed police officers, and this administration is a joke, I've never seen an aide to the president of America with a chainsaw in his hand. Salute Canada and the Americans who are with democracy
Expresses alarm about potential Capitol attack and concerns about Trump's pardoning of violent offenders, framing as democratic threat.
@vidalbarbosa9511
Mar 4, 2025
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing …
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing people, stealing, beating, killing, shooting, selling drugs, sucking up free Canadian tax dollars in free benefits, taking housing and medical care away from citizens...BUT the " we got your back Carney " msm tells me that the U.S. ( which buys 70+% ) of Canadian exports..is the real problem.
Lists serious crimes and social harms allegedly caused by immigrants while deflecting blame to the U.S., emphasizing demographic and security threats.
Kevin-o6v2z
Feb 18, 2026
Trump and his real President 'Mucks' (sic) we absolutely hate u and your electorate for the decimation and fascism you are inflicting on the world ... from UK a distant cousin and now a disaster …
Trump and his real President 'Mucks' (sic) we absolutely hate u and your electorate for the decimation and fascism you are inflicting on the world ... from UK a distant cousin and now a disaster 'crash and burn' waiting to happen.. ur delirious (Gaza Riviera, Canada 51st state, Greenland, Gulf of Mexico, Panama Canal) ..fork off to the right
UK commenter expresses hatred and apocalyptic concern about Trump's agenda, citing unsubstantiated territorial ambitions (Greenland, Panama Canal) as evidence of dangerous delusion.
@pininfarina1052
Mar 4, 2025
Are Americans oblivious to the fact that Trump isn't the genius they think he is, how much damage is he going to do before they react. The man is certifiable.
Are Americans oblivious to the fact that Trump isn't the genius they think he is, how much damage is he going to do before they react. The man is certifiable.
Expresses concern about Trump's competence and potential damage, framed as a threat to American and broader stability.
@johnhewett2525
Mar 4, 2025
Trump is turning the USA into a pariah state!
Trump is turning the USA into a pariah state!
Expresses alarm about Trump's leadership damaging US international standing and reputation.
@-WhizzBang-
Mar 4, 2025
Good luck USA, make America great looser again?? Trump will be one making the money and US poor will go more poorer and Oligarchs will surely take over US.
Good luck USA, make America great looser again?? Trump will be one making the money and US poor will go more poorer and Oligarchs will surely take over US.
Comment expresses concern about economic inequality worsening and oligarchic consolidation of power under Trump's policies.
@denisdegullacion
Mar 4, 2025
AMEN CANADA!!!!!!!!!!!!!!!! Every stupid MAGA idiot is going to pay right out of their own pocket when their social programs collapse. Just wait...they'll be the FIRST to start whining and sniveling!
AMEN CANADA!!!!!!!!!!!!!!!! Every stupid MAGA idiot is going to pay right out of their own pocket when their social programs collapse. Just wait...they'll be the FIRST to start whining and sniveling!
Expresses alarm about economic consequences for Trump supporters while making a moral judgment about their hypocrisy regarding social programs.
@justintyme6920
Mar 5, 2025
Why does this feel worse than the onset of Covid???
Why does this feel worse than the onset of Covid???
Expresses anxiety about a current situation by comparing it to the COVID pandemic onset, conveying existential concern.
@kenfrancisworld8720
Mar 4, 2025
He's 1000% RIGHT!! Look people wake up, this is the BIGGEST ROBBERY in the history of the PLANET! Where Trump and musty is doing this because this Is the LAST RUN! Trump can't run ANYMORE!!
He's 1000% RIGHT!! Look people wake up, this is the BIGGEST ROBBERY in the history of the PLANET! Where Trump and musty is doing this because this Is the LAST RUN! Trump can't run ANYMORE!!
Expresses alarm about tariffs as 'robbery' and makes unsubstantiated conspiracy claim that Trump/Musk are exploiting a final opportunity before term limits.
@Getatcha
Mar 4, 2025
Some Canadian provinces are way too liberal, as a Canadian, I am afraid to express my views on immigration. Thank you for posting this!
Some Canadian provinces are way too liberal, as a Canadian, I am afraid to express my views on immigration. Thank you for posting this!
Expression of fear about expressing immigration views due to perceived social pressure, framing the environment as threatening to free speech.
omcs8996
Jan 27, 2026
It is bad enough that “gang trump” is belligerent in slashing its way through the U.S. economy, but to jeopardize the delicate economic balance is insane.
It is bad enough that “gang trump” is belligerent in slashing its way through the U.S. economy, but to jeopardize the delicate economic balance is insane.
Expresses alarm about Trump's economic policies jeopardizing Canada's economic stability, framing the situation as dangerous.
@JohnBrians-p7x
Mar 4, 2025
Trump turning to Russia maybe even China given up on American friends
Trump turning to Russia maybe even China given up on American friends
Expresses concern about Trump's geopolitical alignment shift, framing it as abandonment of allies and potential threat.
@darkomihalic2727
Mar 4, 2025
Frogs boiling in a pot saying come on in the water is warm!
Frogs boiling in a pot saying come on in the water is warm!
Metaphorical warning about gradual danger (boiling frog) applied to immigration/policy acceptance, blending alarmism with dark humor.
@UnscheduledProgram
Mar 4, 2025
This idiot is still in charge!!! WTF?!?\nAmerica want your river, new channel marine paths for trade, if they don't take it from you they will do with Russia imbecile!
This idiot is still in charge!!! WTF?!?\nAmerica want your river, new channel marine paths for trade, if they don't take it from you they will do with Russia imbecile!
Expresses alarm about potential territorial threats and resource seizure, combining anxiety with unsubstantiated geopolitical claims.
@simeondimitrov4187
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)