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
Call to Action
2,768 comments
Open it to Canada, US doesn’t matter anymore!
Open it to Canada, US doesn’t matter anymore!
Urges opening Canada to immigration while dismissing US relevance through comparative framing.
@yuliyaborysova7894
Mar 4, 2025
STIP the ILLEGAL IMMIGRATION and DLOW OF FENTANYL from CHINA through CANADA
STIP the ILLEGAL IMMIGRATION and DLOW OF FENTANYL from CHINA through CANADA
Urgent demand to stop illegal immigration and fentanyl flow, combining security concerns with policy demands.
@wilfredopadrojr.8059
Mar 4, 2025
He is not the President he need to be impeached right away for being a traitor to the American People.
He is not the President he need to be impeached right away for being a traitor to the American People.
Calls for impeachment while framing the target as a traitor, combining action-oriented language with moral condemnation.
@michaelrichardson8692
Mar 4, 2025
Europe must stand strong and independent! The U.S. can’t dictate global trade while waging economic warfare. It’s time for Europe to impose high tariffs on American goods and services—no more one-sided deals! We don’t need …
Europe must stand strong and independent! The U.S. can’t dictate global trade while waging economic warfare. It’s time for Europe to impose high tariffs on American goods and services—no more one-sided deals! We don’t need Silicon Valley giants like Apple, Google, or Tesla to thrive. If Trump escalates, it will backfire on the U.S. Let’s unite with Canada, China, and Mexico to push back. Europe, step up and go all in! ????
Urges Europe to take specific economic and political actions (tariffs, alliances) in response to U.S. trade policy.
@basaandestegge2242
Mar 4, 2025
Speak louder Mr. PM ✊
Speak louder Mr. PM ✊
Urges the Prime Minister to speak more forcefully, with solidarity gesture supporting stronger action.
@adzizi
Mar 4, 2025
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are …
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are moving on. Friends are now being treated like enemies.
Urges Canada to take specific actions (diversify, realign, form trading blocs) in response to US policy, framed as necessary strategic response.
@jamaicantillidieinmyownwor5517
Mar 4, 2025
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Urges Canada to resist and take action against Trump, framed as solidarity with Canadian resistance.
@RandyVisitacion-b6u
Mar 4, 2025
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Urges Americans to take action in support of Canada, Ukraine, and national interests.
@prisievangelista
Mar 4, 2025
Hi Justin it might be political fight and they putting economy on hostage, why not call for early elections and there is maybe changes on US side no? \nPlease Justin we loved you but if …
Hi Justin it might be political fight and they putting economy on hostage, why not call for early elections and there is maybe changes on US side no? \nPlease Justin we loved you but if you resigned and call elections maybe we still have good hope
Directly urges the PM to resign and call early elections as a solution to the political and economic crisis.
@dtftoronto1402
Mar 4, 2025
Hey Republicans, you are now are on call! Do something about your boy Trump or you each will pay dearly! He is obviously purposely trying to wreck our country and it your collective responsibility to …
Hey Republicans, you are now are on call! Do something about your boy Trump or you each will pay dearly! He is obviously purposely trying to wreck our country and it your collective responsibility to do something to fix this problem! Trump has shown us, all Americans, that President Biden, was a better alternative than you in every aspect. You will go down and we, the people will collectively make sure you pay for your crimes! Moreover, any Republican politicians who aid you will go down with you. We, the American people, “will make America Great Again!
Directly urges Republicans to act against Trump, framing it as a moral responsibility and threat to the country.
@duanelumpkin4400
Mar 4, 2025
GET TRUMP AND HIS POSSE OUT!
GET TRUMP AND HIS POSSE OUT!
Urges removal of Trump and associates from power.
Call to Action
0.80
@EnigmaticEsoteric
Mar 4, 2025
Stop all of your tariffs and the US will stop their tariffs. How about a free trade between both countries?
Stop all of your tariffs and the US will stop their tariffs. How about a free trade between both countries?
Urges US to stop tariffs as a condition for reciprocal action, proposing free trade as solution.
@TurboMalibuV6
Mar 4, 2025
And this is all because of the orange menace!!!!\nHe has to go!!!
And this is all because of the orange menace!!!!\nHe has to go!!!
Calls for Trump's removal from office, framing him as a threat ('orange menace').
@johnsmith-iv6sc
Mar 4, 2025
Guys, lets buy some made in Canada t-shirt or hoodie to support this wonderful country and their brave people! \nI think I will unsubscribe from Netflix and will not buy music from Apple store until …
Guys, lets buy some made in Canada t-shirt or hoodie to support this wonderful country and their brave people! \nI think I will unsubscribe from Netflix and will not buy music from Apple store until Trump is the president of USA!\nAmericans deserve better!\nWe all deserve better then Mussolini in the White house.
Urges others to buy Canadian products and boycott US companies, with comparative criticism of American leadership.
@lubova5732
Mar 4, 2025
Stop using words such as friends and allies. The US have chosen to established allies with Russia and abandoned Canada, Mexico, the EU, and NATO. Ditch the US. Ban with the global community and gang …
Stop using words such as friends and allies. The US have chosen to established allies with Russia and abandoned Canada, Mexico, the EU, and NATO. Ditch the US. Ban with the global community and gang up on trump and the US economy. Use our power as members of the British Commonwealth and friends with the EU.
Urges Canada to abandon US alliance and unite with Commonwealth and EU against Trump, combining policy critique with strategic action.
@kimle2796
Mar 4, 2025
Blah blah blah, everything out his mouth should now be falling on deaf ears, let's get this ass hat out of government!!!!!!
Blah blah blah, everything out his mouth should now be falling on deaf ears, let's get this ass hat out of government!!!!!!
Urges removal of a political figure from government through dismissive language and implicit voting call.
@retrorockit
Mar 4, 2025
Please don’t resign Justin we need to fight this Russian agent traitor Trump. ??
Please don’t resign Justin we need to fight this Russian agent traitor Trump. ??
Urges Trudeau to remain in office and fight Trump, framed with nationalist/adversarial language.
@DirtyHairy01
Mar 4, 2025
Trump must be impeached for Treason!!!
Trump must be impeached for Treason!!!
Urges impeachment as a specific action while framing it as a moral/legal necessity (treason charge).
@javonjordan-stroud5390
Mar 4, 2025
first resign and go away from our face.
first resign and go away from our face.
Directly urges a political figure to resign and leave office.
Call to Action
0.80
@saibalghosh-t5c
Mar 4, 2025
Trudeau - PLEASE increase US tarrifs by 75%. As a US citizen, I BEG you to shut down the US economy. Make the idiots who voted 4 trump realize what their idiotic & embarrassing actions …
Trudeau - PLEASE increase US tarrifs by 75%. As a US citizen, I BEG you to shut down the US economy. Make the idiots who voted 4 trump realize what their idiotic & embarrassing actions have created.
Urges the Prime Minister to take economic action while using sarcasm and hyperbole to criticize American voters.
@AB-bg3fj
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)