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
The cartels are already in the u.s. don't be surprised
The cartels are already in the u.s. don't be surprised
Expresses security anxiety about cartels with an unsubstantiated claim presented as fact without evidence.
@primitivomartinez4887
Mar 4, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444
Jan 27, 2026
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
Expresses alarm about Trump's impact on US alliances and international relationships.
@GiorgioGiorgi-lf4mv
Mar 4, 2025
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
Expresses concern about safety threats to Canadians from Americans while showing sympathy for Canada, mixing threat perception with solidarity.
@blind8624
Mar 4, 2025
Dont ever give in to the Authoritarian regime . I am so impressed that PM Trudeau was so frank with everyone. It is true, Trump wants to weaken Canada so that he can annex us. …
Dont ever give in to the Authoritarian regime . I am so impressed that PM Trudeau was so frank with everyone. It is true, Trump wants to weaken Canada so that he can annex us. I suspected that he used the Pentenyl excuse and illegal migrants as a legal front to impose tariffs on us. We really should shut down the electricity.
Expresses security/sovereignty anxiety about US annexation and frames immigration/fentanyl as pretexts for geopolitical threat, while praising PM's stance.
@christinachong8260
Mar 4, 2025
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
When is America going to wake to this Elon's stooge and Putin's puppet?\n\nGood luck, America . . . it was fun while it lasted.
Expresses alarm about Trump and Elon Musk with unsubstantiated claims ('Putin's puppet') and apocalyptic framing.
@ollyzaki7499
Mar 4, 2025
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
Mar 4, 2025
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
Expresses demographic anxiety about Indian immigration levels potentially exceeding India's population, framed as a cautionary observation.
DG-st8im
Feb 21, 2026
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 2026
If trump tries to link the US economy with Russia and north Korea its going to be disaster
If trump tries to link the US economy with Russia and north Korea its going to be disaster
Expresses alarm about potential economic disaster from geopolitical alliances, framing as a threat scenario.
@southendmassive
Mar 4, 2025
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus …
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus Belli. Trump want to put us on our knees and beg to join the US. We will have federal elections soon and we know that Trump will try to influence the outcome of the elections like Chine, Russia or India. We know has Canadian that USA is not a friend anymore. Trump is the dumbest of American President of the history of USA. Americans citizens get rid of Trump and Vance before it is too late.
Expresses security and sovereignty concerns about annexation threats and foreign interference, framed through personal Canadian identity and comparative geopolitical analysis.
@captcrounch
Mar 4, 2025
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Expresses concern about 'bad apples' among immigrants without evidence, framing immigration as a threat.
paularrigo
Dec 9, 2025
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not …
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not known for more than half a century what else to do to weaken the West and destroy it, and here Trump is destroying everything from the inside. How could this happen, where have the classic Republicans gone?
Expresses alarm about Trump's actions weakening the West and destroying institutions from within, framed as existential threat from authoritarian enemies.
@hbkmustang3070
Mar 4, 2025
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 2025
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Expresses anxiety about Canada's fate and rejection of Canadian leadership, framing annexation as a threat.
@chuckarnett9544
Mar 4, 2025
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a …
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a foreign billionaire imploding your democracy from within to install a fascist experiment. When you wake up from this nightmare, the world order will have changed and America will be a second-rate country.
Expresses alarm about Trump's threat to American democracy and global order, framing it as an existential crisis with geopolitical consequences.
@janjanfernandes2289
Mar 4, 2025
America has a virus and it's spreading fast!!!
America has a virus and it's spreading fast!!!
Uses disease metaphor to express alarm about American political/social conditions spreading to Canada.
@ThesandsMemoryroom
Mar 4, 2025
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
Alarmist claim that USA is a Russian vassal and World War III has begun, with comparative praise for Trudeau.
@philbrown8181
Mar 4, 2025
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Expresses alarm about perceived internal threat and makes unsubstantiated claim about political figure being a foreign puppet.
@ingridsanders7325
Mar 4, 2025
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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)