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
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have …
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have vacation in russia but dont come to europe please
Expresses alarm about political leadership and warns Europeans against American/Russian visitors, combining threat perception with comparative framing.
@dutchiemo123
Mar 4, 2025
It's going to be China soon
It's going to be China soon
Expresses demographic anxiety by suggesting Canada will become Chinese, implying threat from demographic change.
gammarey7070
Jan 27, 2026
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
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
Trump said there will be no tariffs if you help stop illegal immigration!! And we don’t want this
Trump said there will be no tariffs if you help stop illegal immigration!! And we don’t want this
Expresses concern about Trump's tariff threats conditional on immigration control, framed as a threat to Canada's interests.
@PaulLambrou
Mar 4, 2025
79,000 missing, seems like a good excuse for digital I.D.
79,000 missing, seems like a good excuse for digital I.D.
Expresses concern about missing students as a pretext for surveillance expansion, combining anxiety with conspiratorial framing.
chachingchaching3278
Sep 29, 2025
Going to say it one more time!! America will Destroy America!!!!
Going to say it one more time!! America will Destroy America!!!!
Expresses alarm about internal American self-destruction, framing the nation as a threat to itself.
@edgarflores504
Mar 4, 2025
And next month it'll be 50% tariffs to Canada. Have fun.
And next month it'll be 50% tariffs to Canada. Have fun.
Expresses anxiety about future tariffs and economic threat to Canada, presented as a prediction without evidence.
@MassBoost
Mar 4, 2025
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions …
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions of undocumented, necessary workers home but you can't survive it all at once.\n To make your situation even more dire you are busily alienating all your allies while sucking up to murderous dictators who will happily knife you in the back at the first opportunity. \nAll this because your country is full of stupid, hateful people who just couldn't stand the thought of a black female president. \nFAFO.
Expresses alarm about economic and geopolitical consequences of trade war and political decisions, with identity-based criticism.
@tonyg9511
Mar 4, 2025
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
Expresses alarm about crisis and dictatorship, framing the situation as a threat to collective welfare.
@LadyLondonDDG
Mar 4, 2025
It’s not only Canadians boycotting American products. The rest of world is doing the same. USA under Trump is hostile
It’s not only Canadians boycotting American products. The rest of world is doing the same. USA under Trump is hostile
Expresses concern about Trump's USA being hostile and frames international boycotts as a response to perceived threat.
@JBravo69
Mar 4, 2025
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Expresses demographic anxiety about Canada becoming unrecognizable and implicitly calls for awareness/action against immigration changes.
kurth7148
Jan 29, 2026
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump …
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump is doing at all.
Expresses anxiety about economic collapse and uncertainty regarding US political direction, framing concerns about national stability.
@MisoNyah
Mar 4, 2025
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water …
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration.
China is strangling the water from India. Coincidence?
Expresses demographic anxiety about immigration targeting Canada's water resources, with conspiratorial framing about China and India.
Sprinklerman1966
Jan 27, 2026
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
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta
Oct 9, 2025
Guess what Canadians it’s going to get worse 😂😂😂
Guess what Canadians it’s going to get worse 😂😂😂
Expresses pessimistic prediction about worsening immigration situation, delivered with sarcastic tone and emojis.
fabricemukaramuzi7224
Aug 28, 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
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
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
Expresses worry and alarm about North American conditions while calling for cooperation rather than conflict.
@shiroumxm2052
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)