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
Please take notice Trump!!!! Turn the madness around and put aside your ego. You are destroying your own country. From Australia.
Please take notice Trump!!!! Turn the madness around and put aside your ego. You are destroying your own country. From Australia.
Australian commenter urging Trump to change course, framing US policy as self-destructive from international perspective.
@WellnessDiscoveryReport
Mar 4, 2025
I didn't vote for Trudeau.\nI won't vote for the Liberal party in the next election.\nThis gave me chills and fired me up.\nHow do you expect to scare people that choose to live in -40 °C/°F?
I didn't vote for Trudeau.\nI won't vote for the Liberal party in the next election.\nThis gave me chills and fired me up.\nHow do you expect to scare people that choose to live in -40 °C/°F?
Declares voting intentions and calls for political action against the Liberal party, with identity assertion about Canadian resilience.
@solyhhit
Mar 4, 2025
Good man Trudeau! The US agenda is bigger even than a trade war, this is a ruse that distracts from the US plan for Canada. Canada, join your allies in Europe, send your oil/gas and …
Good man Trudeau! The US agenda is bigger even than a trade war, this is a ruse that distracts from the US plan for Canada. Canada, join your allies in Europe, send your oil/gas and other resources to Europe tariff-free; Europe is a bigger market than the US.
Urges Canada to redirect trade toward Europe and reorient alliances, comparing market sizes and strategic partnerships.
@neilkellett732
Mar 4, 2025
Send ICE to America's northern border. Check every person, every car coming from Canada for their paperwork.
Send ICE to America's northern border. Check every person, every car coming from Canada for their paperwork.
Urges enforcement action (ICE deployment) at the Canada-US border, framing immigration as a security threat requiring intervention.
EricaYE6
Jan 29, 2026
Great, unambiguous words by the Canadian president! But one of his remarks stood out: he said that the tyrants want to divide us. He is correct, of course. But the implications are profound! This means …
Great, unambiguous words by the Canadian president! But one of his remarks stood out: he said that the tyrants want to divide us. He is correct, of course. But the implications are profound! This means that Trudeau himself is measuring his words and deliberately using diplomatic language. He even says that Trump is “intelligent”, which only plays into the imbecile’s unfortunate NPD psychology! The unwillingness to stand strong against American tyranny is harming democracy worldwide! Force Trump to declare a side! And make him choose Putin or democracy NOW!! If you fail to do that, you are taking the path of accommodation, and if Trump is really a tyrant (which he surely is, because of MANY evidences!!), democratic countries weaken their position by not standing strong NOW. If Europe and Canada and Mexico ban Tesla imports and place 50% tariffs on tens of billions of dollars of American products, what would happen? Are these countries AFRAID of the United States? This is not the time for fear! This is the time for courage! Boycott!!!
Criticizes Trudeau's diplomatic approach as insufficient and urges Canada, Europe, and Mexico to take strong economic action through tariffs and boycotts.
@rescuingmodernity
Mar 4, 2025
How can Americans allow two assholes Trump and Musk to control their destiny. Rise up Americans, Rise Up and show those two Assholes out of the face of the U.S.A?
How can Americans allow two assholes Trump and Musk to control their destiny. Rise up Americans, Rise Up and show those two Assholes out of the face of the U.S.A?
Exhorts Americans to mobilize against Trump and Musk, framing them as threats to national destiny.
@CollinHamilton-n7y
Mar 4, 2025
Not fast enough....that number should be 100 000 a day...all those that have invaded canada in pass 20 yrs.
Not fast enough....that number should be 100 000 a day...all those that have invaded canada in pass 20 yrs.
Demand for mass deportations with 'invasion' framing that asserts national boundary protection as identity issue.
kraken1569
Dec 27, 2025
We will fight Mr. president we are with you, and we are ready to fight, worthy to fight for Canadians! ❤
We will fight Mr. president we are with you, and we are ready to fight, worthy to fight for Canadians! ❤
Urges collective action and readiness to fight for Canada, framed as solidarity with leadership.
@AKentertainment786
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
This is just tip of iceberg. This is peanut. Deport 1 million a day
This is just tip of iceberg. This is peanut. Deport 1 million a day
Explicit demand to deport 1 million daily, framed as addressing an existential problem ('tip of iceberg').
abbyiyer2011
Dec 27, 2025
Let us join EU, China and Russia, instead of USA. Who care Trump ?
Let us join EU, China and Russia, instead of USA. Who care Trump ?
Urges Canada to realign geopolitically away from USA toward EU, China, and Russia as alternative alliance.
@vanthianhlun8968
Mar 4, 2025
How about we all just stay home till illegal migration is under control .
How about we all just stay home till illegal migration is under control .
Urges collective action ('we all just stay home') framed around concerns about illegal migration control.
danielgriffin8132
Dec 9, 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
Trump is embarrassing our country daily. American citizens rise up, now is the time.
Trump is embarrassing our country daily. American citizens rise up, now is the time.
Criticizes Trump and explicitly urges American citizens to 'rise up,' framing this as a moral imperative and direct call for action.
@SarkDawg
Mar 4, 2025
Go somewhere else. It’s that easy. Have family down there? Rent an air b and b somewhere else and have a great time.
Go somewhere else. It’s that easy. Have family down there? Rent an air b and b somewhere else and have a great time.
Urges people to visit alternative locations instead of the US, offering a practical alternative action.
Call to Action
0.80
RonFraser-fl5yc
Dec 10, 2025
Change the racist thumbnail.
Change the racist thumbnail.
Demands removal of thumbnail based on ethical objection to racist content.
twolsighar
Jan 27, 2026
Wake up America, you have a national traitor in The White House, he is a Russian asset.
Wake up America, you have a national traitor in The White House, he is a Russian asset.
Urgent call to action paired with unsubstantiated claim about a political figure's allegiances.
@hngaard66
Mar 4, 2025
Make CANADA great again ! 🇨🇦
Make CANADA great again ! 🇨🇦
Nationalist slogan urging restoration of Canada's greatness, echoing political campaign rhetoric.
jamesasham4055
Jan 27, 2026
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
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Urgent call for impeachment with unsubstantiated claim about Putin having dirt on Trump, demanding Americans 'wake up.'
@TennyMckenzie
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)