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
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get …
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get school on what a pansy you are go ahead and talk to Donald might just close your border to America you don't you don't have the cards you don't have the balls be tough guy he'll slap a 50% tear upon you and then maybe he'll say take a hike a jerk Trudeau come on wake up
Expression of anxiety about Canada's vulnerability to US economic and political pressure, with alarmist framing about tariffs and power imbalance.
@driverslqqk7940
Mar 4, 2025
Why is Trump siding with Putin and trashing your best and closest ally ?? What is Trump hiding ? We will all suffer. Stop this nonsense.
Why is Trump siding with Putin and trashing your best and closest ally ?? What is Trump hiding ? We will all suffer. Stop this nonsense.
Expresses alarm about geopolitical consequences and collective suffering, with underlying moral concern about betrayal of allies.
@andreacampbell397
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
This is the beginning of the end for America and its global dominance in economics and military might. With the fall of America will come the end of zionism in occupied Palestine!
This is the beginning of the end for America and its global dominance in economics and military might. With the fall of America will come the end of zionism in occupied Palestine!
Expresses apocalyptic fears about America's decline and geopolitical consequences, with comparative framing about global dominance.
@rogue9995
Mar 4, 2025
Trump is trash and a traitor. Putin will crush Trump and take America. WTH is he doing?!
Trump is trash and a traitor. Putin will crush Trump and take America. WTH is he doing?!
Combines personal attacks with expressions of geopolitical danger and security anxiety about Putin/Russia.
@carolynmerritt7100
Mar 4, 2025
This is insane were at war with Canada thanks to ALL The STUPID MAGA People Who Were Hell Bend Over in Hatred of Other Persons that have a Different color than you. Instead using common …
This is insane were at war with Canada thanks to ALL The STUPID MAGA People Who Were Hell Bend Over in Hatred of Other Persons that have a Different color than you. Instead using common sense and do some actual research on these Clowns in the white house and checked out other media outlets that doesn't cater to your false egos and pride and false information from these habitual liars and fact xheck who is the truth teller and who is the liars and it all comes to Trump and his Criminal Clowns he has placed in Office
Expresses alarm about conflict with Canada and attributes it to hatred and misinformation from Trump supporters and administration.
@rajeenebryant3312
Mar 4, 2025
After Trump hears this your tariffs are going to another 50 percent buddy
After Trump hears this your tariffs are going to another 50 percent buddy
Expresses anxiety about escalating tariffs as a consequence of the PM's actions, presenting a speculative threat scenario.
@willywonka077
Mar 4, 2025
Canada must build nuclear weapons to deter threat from the US
Canada must build nuclear weapons to deter threat from the US
Frames US as a threat requiring military deterrence, expressing security anxiety.
@HelloThere-jd8vd
Mar 4, 2025
The ,,justification..is an excuse for annexation
The ,,justification..is an excuse for annexation
Expresses alarm about hidden intentions behind stated justifications, suggesting annexation threat.
@Geosynchronus
Mar 4, 2025
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
pro trump media brought you here... enjoy the destruction!!!
pro trump media brought you here... enjoy the destruction!!!
Warns of destructive consequences while critiquing media influence, expressing alarm about outcomes.
@Rumpel-TV
Mar 4, 2025
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Expresses geopolitical anxiety that Russia and China are exploiting US internal conflict, framing it as a security threat without evidence.
@ytn00b3
Mar 4, 2025
To collapse sustainable society. Many will die out including illegals. AI 🍎robots and lawlessness. Welcome dum dum to feudalism. Lucifer is the darkness that passes for light and science most followed.
To collapse sustainable society. Many will die out including illegals. AI 🍎robots and lawlessness.
Welcome dum dum to feudalism. Lucifer is the darkness that passes for light and science most followed.
Predicts societal collapse, mass death, and lawlessness with conspiratorial framing about AI and religious symbolism.
kellyboggs6079
Aug 25, 2025
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from …
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from Canada. And the recent statements made by this dude that their doing something about the war on drugs should have started decades ago DECADES AGO…. all of sudden theres alleged action to combat evil
Expresses security concerns about drugs and unspecified threats from Canada, with vague unverified claims about border crime.
@Armand-v5c
Mar 4, 2025
The man in the bike is totally right: Indias ate not an asset, they are a liability
The man in the bike is totally right: Indias ate not an asset, they are a liability
Makes a sweeping negative generalization about Indians as a liability, expressing xenophobic sentiment without evidence.
untipopromedio8630
Feb 23, 2026
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Expresses demographic anxiety about Muslim immigration using a fabricated anecdote, comparing Canada to England.
Iamnotsoverycool77
Feb 11, 2026
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Characterizes Trump's actions as coercive threats ('blackmailing') against multiple nations, expressing alarm about power dynamics and potential harm.
@felixsinniger280
Mar 4, 2025
Canada has been lost
Canada has been lost
Brief statement expressing existential threat/loss of national identity without elaboration.
kenoaka
Aug 28, 2025
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Expresses anxiety about rapid social change and rising crime while cautiously avoiding explicit blame on immigrants.
MajestikTwelve
Jan 27, 2026
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, …
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, is it because he ?is being paid by Putin? Who knows? But unless he is impeached, and impeached soon, American may never recover.
Expresses alarm about Trump's alleged collusion with Russia and threat to America, presenting unverified conspiracy theories as concerns.
@marilynwharton1916
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)