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
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
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
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
Canadian commenter expresses alarm about American political leadership as an existential threat to American values and stability.
@zedtradertoronto158
Mar 4, 2025
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Expresses catastrophic threat scenario (supervolcano) and warns of consequences for allies, combining disaster anxiety with comparative framing.
@danielnavarro8569
Mar 4, 2025
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and …
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and his gang do now—under the guise of patriotism
Expresses alarm about political infiltration and authoritarian threat, framing Trump as a foreign agent without substantiation.
@rovshanbagirov4653
Mar 4, 2025
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
Expresses alarm about national destruction and criticizes Trump's policies as harmful to the country.
@amandaperri9481
Mar 4, 2025
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Expresses alarm that Trump and Musk will profit while ordinary people bear financial costs, combining economic concern with threat perception.
@Monkiesuncle
Mar 4, 2025
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
Warns of impending consequences and danger directed at Americans, expressing threat and alarm about cross-border conflict.
@searchpei470
Mar 4, 2025
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, home invasion, auto theft, gun violence, shootings central. When perpetrators of these crimes are caught. It’s no surprise where they are from. There is tons of illegal, fake colleges. Bringing hundreds of people in a year. The Canadian government is only now catching onto it barely but the damage is done. They exploited the system in overstay their visa, then claim permanent residency. These people are disrespectful, dirty, and ungrateful. They do not Do not assimilate to Canadian lifestyle. They throw trash into our rivers in parks, turning it into where they came from. What is happening in Canada is much similar to Minnesota just with different types of government scams. You barely scratched the surface. Come back and interview real Canadiens.
Expresses security and crime concerns attributed to immigrants, making sweeping claims about criminal behavior and cultural incompatibility with alarmist framing.
lucassorrenti6841
Jan 27, 2026
So many in canada it annoyes me
So many in canada it annoyes me
Expresses demographic anxiety and annoyance at the presence of immigrants in Canada without elaboration.
7hunder693
Jan 27, 2026
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside …
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside of that hen house. The old fox doesn't care if the world burns down around his house because he is a psychopath with zero empathy. This old fox makes Hitler look like a good guy. And dork MAGA, well he's even worse, cos he wants to make the whole world his hen house.
Uses extended metaphor to express deep concern about political leadership as dangerous and psychopathic, framing it as an existential threat.
@batfink274
Mar 4, 2025
Sydney is completely gone now too
Sydney is completely gone now too
Expresses demographic anxiety by claiming Sydney has been culturally 'lost' due to immigration, implying negative transformation.
Jellybeanz444
Jan 27, 2026
Sanctions & tarrifs are a sign of weakness, desperation & decline plain & simple. \n\nAmerica is slipping into the abyss make no mistake.
Sanctions & tarrifs are a sign of weakness, desperation & decline plain & simple. \n\nAmerica is slipping into the abyss make no mistake.
Expresses alarm about America's decline and uses alarmist language ('slipping into the abyss') framed through economic concerns about tariffs.
@TheWatcher-NM156
Mar 4, 2025
Carney, because you let criminals into our Country, where do Canadians go to get out of destruction?
Carney, because you let criminals into our Country, where do Canadians go to get out of destruction?
Expresses security concerns about criminals entering Canada and frames immigration as causing national destruction, with implicit call for policy change.
LynnVallentyne
Feb 25, 2026
POTUS under Trump means Putin Owns The US! Russia couldn't beat NATO and the US but his slaves in the US are doing it for him, without firing a shot at NATO or US. \nMAGA. …
POTUS under Trump means Putin Owns The US! Russia couldn't beat NATO and the US but his slaves in the US are doing it for him, without firing a shot at NATO or US. \nMAGA. Moscow Agent Governing America!
Expresses alarm about Russian influence and conspiracy-like claims about Putin controlling the US government.
@vlcccapt
Mar 4, 2025
Well done Liberals. Bullet Proof Vests Up!
Well done Liberals. Bullet Proof Vests Up!
Sarcastic warning that Liberal immigration policies will lead to violence and danger requiring protective equipment.
Fear / Threat
0.80
Del_Griffith_99
Feb 18, 2026
Watch out Canada or you will end up like the UK 😢
Watch out Canada or you will end up like the UK 😢
Expresses demographic anxiety about Canada's future by comparing it negatively to the UK, implying immigration-driven decline.
thewelshdragon.5979
Jan 27, 2026
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)