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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Call to Action
2,768 comments
They have chosen to undermine the the ties between and among , canada should respond 25 percent tariff on all consumers of usa product
They have chosen to undermine the the ties between and among , canada should respond 25 percent tariff on all consumers of usa product
Proposes specific retaliatory tariff policy as a response to perceived US undermining, framed as a call for government action.
@abrehambarnabas9200
Mar 4, 2025
Charge 300% tariff on Canadian Lumber!!!!
Charge 300% tariff on Canadian Lumber!!!!
Demands a specific policy action (tariff) with emphatic language, though it's unclear if directed at government or expressing a position.
Call to Action
0.75
@verru1998
Mar 4, 2025
My message get the fuck out
My message get the fuck out
Direct imperative urging someone to leave the country, functioning as a call to action.
Call to Action
0.75
rubenburgos4050
Feb 24, 2026
I suggest to the world to stop using $ as a reserve currency, until Trump changes his policy! No more, printing of unlimited money and raising debt ceiling while whole world pays for US lunch!
I suggest to the world to stop using $ as a reserve currency, until Trump changes his policy! No more, printing of unlimited money and raising debt ceiling while whole world pays for US lunch!
Urges global action (stopping dollar use as reserve currency) in response to Trump's fiscal policies, combining critique with mobilization.
@IgorKavalar
Mar 5, 2025
Bring him here. We need a leader like him
Bring him here. We need a leader like him
Urges bringing in a leader while implicitly asserting national preference, mixing advocacy with identity-based framing.
@Ronnie-d3s
Mar 4, 2025
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
Urges removal of a political figure from office, framed as a call to action with identity-based framing (us vs. Trump).
@BlackLung911
Mar 4, 2025
For the votes to keep the fuckin liberals in power
For the votes to keep the fuckin liberals in power
Implies criticism of immigration policy as a means to maintain political power, with an implicit call to oppose it.
user-c5f2o
Mar 3, 2026
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really …
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really up to, everyone suffers apart from the corrupt.
Urges spreading a message to opponents while framing the issue as moral corruption, combining advocacy with ethical appeals.
@cjc1956
Mar 4, 2025
Just get TF out of the office already. Even Canadians don't like you!
Just get TF out of the office already. Even Canadians don't like you!
Demands the Prime Minister leave office and invokes 'Canadians' as a collective identity opposing him, combining call-to-action with identity framing.
@Jopanaguiton
Mar 4, 2025
Just fix your border, Buckwheat.
Just fix your border, Buckwheat.
Directive to fix the border with dismissive tone; implies national identity concern but primarily urges action.
@graybailey6015
Mar 4, 2025
Trudeau just get out of there and let o’Leary take over ????????????????????
Trudeau just get out of there and let o’Leary take over ????????????????????
Urges Trudeau to step down and replace him with O'Leary, framed as a direct action demand.
@georgemurphy9910
Mar 4, 2025
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead …
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead US. He was the best president of US history! Ever! Trump has to go. He lost it... I cant believe how anyone voted for him anyways, but what's done is done. Fix it now.
Urges Trudeau to remain as leader while calling for US policy change, combining advocacy with comparative US-Canada framing.
@VBNOE7213
Mar 4, 2025
MAGA!!! Bye bye Trudeau, you’re done!
MAGA!!! Bye bye Trudeau, you’re done!
Uses political slogan (MAGA) and urges removal of Trudeau, functioning as a call to political action.
@gunsandpoker7432
Mar 4, 2025
Stay tuned. The revolution will be televised.
Stay tuned. The revolution will be televised.
Cryptic call to mobilize or prepare for social upheaval, combining revolutionary rhetoric with implicit threat framing.
@billwalker2573
Mar 4, 2025
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. …
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. It will bring down democracy everywhere if America goes down this dictatorial path. WWIII will never be Zelenskyy's fault, it will be your country's fault. Ensure that he does not trample your constitution and find military backing to stay on past the four years if you can't get rid of him soon. Get your representatives in Washington to work against this guy, whether they are Republicans or Dems. In all our countries, we have been complacent, streaming movies, gaming, buying stuff we don't need AND we've elected far too many morons! We need to use the power of democracy to form government to our needs, not the corporate world and oligarchs!
Urges citizens to take democratic action against Trump while expressing existential threats to democracy and global stability.
@gillesleduc6363
Mar 4, 2025
Canada, please turn the power off for 24/48 to wake up America that they have made the dumps decision with their choice of leader, it would be a reality check
Canada, please turn the power off for 24/48 to wake up America that they have made the dumps decision with their choice of leader, it would be a reality check
Urges Canada to take dramatic action (power cutoff) to demonstrate consequences to the US, framed as a wake-up call.
@belarada26
Mar 4, 2025
TRUMP 2029!!! YOU GUYS DID THIS TO YOURSELVES!!
TRUMP 2029!!! YOU GUYS DID THIS TO YOURSELVES!!
Enthusiastic political endorsement with blame-assignment framing, urging support for a candidate.
@4runnerManco
Mar 4, 2025
Stop the felon asap.
Stop the felon asap.
Urgent directive to stop an unspecified person, likely urging government action on immigration enforcement.
Call to Action
0.75
@ikemedanizu1917
Mar 4, 2025
As much as I hate the idea of Americans suffering at the hands of Trump, I think PM Trudeau should cut Niagara power to the American side! Trump wants to play games, then Canada should …
As much as I hate the idea of Americans suffering at the hands of Trump, I think PM Trudeau should cut Niagara power to the American side! Trump wants to play games, then Canada should stop the flow of everything coming into the U.S. just to show DJT how tariffs really work!
Urges PM Trudeau to take specific retaliatory action (cutting power/tariffs) in response to Trump's policies.
@zivagoldman2001
Mar 4, 2025
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
Urges attention to video analytics as evidence of American disagreement with government, framing Americans as a unified group against leadership.
@laurabrim5062
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)