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
Mr. Trudeau, please speak directly to the shitheads who voted for him.
Mr. Trudeau, please speak directly to the shitheads who voted for him.
Urges the Prime Minister to directly address Trump supporters, framed as a call for specific political action.
Call to Action
0.80
@LyonLing
Mar 4, 2025
Yeah! Thanks to the idiot in the White House. He is a traidor! Vote him OUT ?
Yeah! Thanks to the idiot in the White House. He is a traidor! Vote him OUT ?
Explicitly urges voting out the president while criticizing his competence, with voting being the primary actionable demand.
@bernardosolis6157
Mar 4, 2025
Trump should be impeached for failing to act in the best interest of America. How long will we wait? Will we wait until we have bread lines and gas lines? Or maybe we will wait …
Trump should be impeached for failing to act in the best interest of America. How long will we wait? Will we wait until we have bread lines and gas lines? Or maybe we will wait until there is a total economic collapse.
Calls for impeachment as a specific action while critiquing Trump's failure to serve national interests and warning of economic consequences.
@reginaldberry1188
Mar 4, 2025
Trudeau resign you little monkey !!!!
Trudeau resign you little monkey !!!!
Directly urges a political figure to resign, though expressed with inflammatory language.
Call to Action
0.80
@robertskeates51
Mar 4, 2025
Do not trust trump. Do not share information. Do all you can against this scourge. I’m so sorry Canada, we are not all with him
Do not trust trump. Do not share information. Do all you can against this scourge. I’m so sorry Canada, we are not all with him
Urges protective action against Trump while expressing apology and solidarity with Canada.
@dinnellcartwright3353
Mar 4, 2025
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can …
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can trade with anyone in the world Its not a matter of higher prices at this point we won't deal with you at all under these conditions Donald Trump is a russian asset and you need to get rid of him as fast as possible
Urges Americans to remove Trump while asserting Canada's independence and moral superiority, combining exhortation with comparative framing.
@deejayy3421
Mar 4, 2025
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
Expresses emotional response and explicitly calls for Trump's removal through protest-style chant.
@justmyopinion2
Mar 4, 2025
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and …
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and diplomatically until this administration is long gone
Urges multiple nations to strengthen ties and reduce US dependence while comparing geopolitical positions.
@AndrewLawrence-s5q
Mar 4, 2025
Canada should cut off all fuel supply to the US.
Canada should cut off all fuel supply to the US.
Advocates for Canada to take aggressive economic action against the US as a form of retaliation or pressure.
@Mark-n7y3s
Mar 4, 2025
PAY FOR YOUR OWN PROTECTION AND NATO!
PAY FOR YOUR OWN PROTECTION AND NATO!
Demands that other nations pay for their own defense and NATO contributions, urging policy change.
@boybeblessedtruly9758
Mar 4, 2025
I hope mexico and canada sign a trade deal asap never mind the us,the us is untrusthworty he doesnt respects his own signature
I hope mexico and canada sign a trade deal asap never mind the us,the us is untrusthworty he doesnt respects his own signature
Urges Mexico and Canada to pursue independent trade deals while criticizing US trustworthiness, combining advocacy with policy critique.
@michellaurin3267
Mar 4, 2025
Remove your tariffs on USA goods, Mr. Trudeau, please ? it would be a good start
Remove your tariffs on USA goods, Mr. Trudeau, please ? it would be a good start
Directly urges PM Trudeau to remove tariffs, framed as a specific policy action request.
@AlexDrohobyczer
Mar 4, 2025
I hope Trump supporters listen to this man!! HE is telling the truth that Trump and his cronies won't tell you!!
I hope Trump supporters listen to this man!! HE is telling the truth that Trump and his cronies won't tell you!!
Urges Trump supporters to listen to the speaker and accept his message as truth, framing it as a call to change perspective.
@sherriethummel3475
Mar 4, 2025
THATS RIGHT STAND-UP TO THE BULLIES AND TRAITORS ??
THATS RIGHT STAND-UP TO THE BULLIES AND TRAITORS ??
Urges resistance against perceived adversaries ('bullies and traitors'), combining exhortation with us-vs-them framing.
@mfieldssogood
Mar 4, 2025
Boykottiert amerikanische waren macht in diesem drecks Land keinen Urlaub trinkt keinen Kentucky Whiskey sondern jägermeister. Aus Deutschland.
Boykottiert amerikanische waren macht in diesem drecks Land keinen Urlaub trinkt keinen Kentucky Whiskey sondern jägermeister. Aus Deutschland.
German commenter urging boycott of American goods and products as political action, with national identity assertion.
@Sonicht-r4i
Mar 4, 2025
Well 25% tariffs from Mexico and 25 % from Canada, You Americans, for your own good and for democracy better impeach your president and his people.
Well 25% tariffs from Mexico and 25 % from Canada, You Americans, for your own good and for democracy better impeach your president and his people.
Cites tariff impacts as economic harm and urges Americans to impeach their president as a remedy.
@carlosvazquez8399
Mar 4, 2025
What I wish he would do is turn off the gas-line tap and shut down the electric grid. For real.
What I wish he would do is turn off the gas-line tap and shut down the electric grid. For real.
Urges Canada to take aggressive retaliatory action (shutting off utilities) in response to trade tensions.
@richblack7693
Mar 4, 2025
Hey Justin,screw u,buy American products only
Hey Justin,screw u,buy American products only
Directs action toward buying American products only, framed as a response to the political situation.
Call to Action
0.80
@KillerKittyontheloose
Mar 4, 2025
BEAT IT TRUDEAU!!!\nWe are sick of subsidizing your \nA$$ES!!!
BEAT IT TRUDEAU!!!\nWe are sick of subsidizing your \nA$$ES!!!
Demands Trudeau's departure and frames it as economic burden ('subsidizing'); combines dismissal with economic grievance.
@FireBladeRR-RSP
Mar 4, 2025
How about imposing VISA requirement to travel through Canada to get from USA and Alaska. You might sudddenly remember who your friends are suddenly
How about imposing VISA requirement to travel through Canada to get from USA and Alaska. You might sudddenly remember who your friends are suddenly
Comment proposes a specific policy action (VISA requirements) as leverage, framing it as a way to remind Canada of U.S.-Canada alliance bonds.
@craig2795
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)