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
Search & Filter
Fear / Threat
3,873 comments
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
A quel moment le monde va comprendre qu'un vrai psychopathe fou, égocentrique et idiot a pris les rennes de l'humanité ? Personne n'ose, personne n'agit, tout le monde regarde ailleurs.. on est foutus.
A quel moment le monde va comprendre qu'un vrai psychopathe fou, égocentrique et idiot a pris les rennes de l'humanité ? Personne n'ose, personne n'agit, tout le monde regarde ailleurs.. on est foutus.
French comment expressing alarm about a 'psychopath' controlling humanity and despair about collective inaction and doom.
@pibass63
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
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then …
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then when the US economy is in a war economy it'll try to invade Canada. Heck Trump has already stated as much when he said Canada will be the 51st state of America.
Expresses alarmist predictions of military invasion and war, mixing historical analogy with unsubstantiated claims about Trump's intentions.
@kristinaF54
Mar 4, 2025
Trumpists are going to regret this very soon.
Trumpists are going to regret this very soon.
Expresses prediction of negative consequences and regret, framed as a warning or threat about future outcomes.
@youcefguenaoua
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
Please stop and try to calculate the number of handguns in the US before you threaten Americans......more people in the US support Trump than you.
Please stop and try to calculate the number of handguns in the US before you threaten Americans......more people in the US support Trump than you.
Commenter invokes security concerns (handguns) and makes an unverified claim about Trump support levels to counter criticism.
@legalbeagle295
Mar 4, 2025
The U.S. is being defeated from within. Open your eyes, MAGA!
The U.S. is being defeated from within. Open your eyes, MAGA!
Expresses existential threat narrative about internal American decline while invoking political identity (MAGA).
@jakemoeller7850
Mar 4, 2025
I wonder if Mr. Trudeau knows we (America) can take Canada for our own land if we wanted in 48 hours
I wonder if Mr. Trudeau knows we (America) can take Canada for our own land if we wanted in 48 hours
Expresses threat/intimidation that America could militarily annex Canada, framed as speculation.
@mellidavis205
Mar 4, 2025
This is not America, one man only Donald Trump. \nHe Turned on the same people who put him in power. And he's paving the way to be like Putin.
This is not America, one man only Donald Trump. \nHe Turned on the same people who put him in power. And he's paving the way to be like Putin.
Expresses alarm about authoritarian consolidation of power and comparison to Putin, framing Trump as a threat.
@Dvv481
Mar 4, 2025
As an American who is anti-Trump, I will wait in fear until we can rid ourselves of him-
As an American who is anti-Trump, I will wait in fear until we can rid ourselves of him-
Expresses anxiety and fear about Trump's leadership while asserting American identity and political opposition.
@llorens5880
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
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
Ukraine is a lost cause and not America's problem, Canada should send some of the millions of Indians they're happily replacing their citizens with to go die in Eastern Europe instead of demanding the US …
Ukraine is a lost cause and not America's problem, Canada should send some of the millions of Indians they're happily replacing their citizens with to go die in Eastern Europe instead of demanding the US play babysitter for the rest of the world for no gain
Expresses demographic anxiety about immigration replacing citizens, combines unverified claims about Indian immigration with geopolitical commentary.
@johnclawn8335
Mar 4, 2025
Donald Hitler and Musky Hitler shit is destroying America deliberately !
Donald Hitler and Musky Hitler shit is destroying America deliberately !
Expresses alarm about deliberate destruction of America through inflammatory comparisons to historical dictators.
@drodriguezsr
Mar 4, 2025
TURDEAUUUU THE BORDER IS NOT SAFE N SECURED
TURDEAUUUU THE BORDER IS NOT SAFE N SECURED
Expresses security anxiety about border safety, criticizing Trudeau's border management with alarmist framing.
@TopHashira
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)