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
No more Jack Daniel's. :)
No more Jack Daniel's. :)
Brief call for boycott of American product (Jack Daniel's) as economic protest.
Call to Action
0.80
@pedrorodrigues7285
Mar 4, 2025
You better act on this Trudeau... And also Banned is to be in place he's a criminal
You better act on this Trudeau... And also Banned is to be in place he's a criminal
Urges Trudeau to take action and makes an unsubstantiated claim that someone is a criminal without evidence.
@eddyjcreative100
Mar 4, 2025
Trump must be stopped!
Trump must be stopped!
Urgent call to action to stop Trump, framed as a threat that requires intervention.
@janekoerbel5906
Mar 4, 2025
The American people should unite to force Trump, the dictator who endangers the country, to step down. Don't forget the Declaration of Independence.
The American people should unite to force Trump, the dictator who endangers the country, to step down. Don't forget the Declaration of Independence.
Urges Americans to unite and force political action against Trump, invoking constitutional principles as moral justification.
@zhishangtanbing
Mar 4, 2025
Trump needs to go!!!! WTF
Trump needs to go!!!! WTF
An emphatic demand for Trump's removal from office, urging political action against a specific figure.
Call to Action
0.80
@reneebullock69
Mar 4, 2025
Trump! Close the border, bring back our industry, bring back our timber industry.
Trump! Close the border, bring back our industry, bring back our timber industry.
Urging Trump to take specific actions (close border, restore industries) while framing it as economic necessity.
@RexSiegel
Mar 4, 2025
If you like this speech and support us… now act!!! Tell to your President that you don’t like this situation and these actions from his team!!!! Why you voted for this dangerous man who prefers …
If you like this speech and support us… now act!!! Tell to your President that you don’t like this situation and these actions from his team!!!! Why you voted for this dangerous man who prefers Russians Than Canadiens????
Urges readers to contact their President and questions voting choices, with identity framing (Canadians vs Russians).
@nadiavigneault687
Mar 4, 2025
Trudeau?????Defend yoursleves!
Trudeau?????Defend yoursleves!
Urging Trudeau to take defensive action, combining criticism with a call for specific response.
@mrs.d6282
Mar 4, 2025
Impeach that Trump'eting bastard already!
Impeach that Trump'eting bastard already!
Calls for impeachment of Trump with insulting language, urging political action.
@Timba1960
Mar 4, 2025
Trump needs to gooo
Trump needs to gooo
Demand for removal of Trump, though off-topic to Canadian immigration.
Call to Action
0.80
@mikeA002
Mar 4, 2025
WE know it's our government. Our country needs new government! Heeellllppp!!!
WE know it's our government. Our country needs new government! Heeellllppp!!!
Criticizes government and urgently calls for regime change, with emotional appeals for action.
@susanmeyer7565
Mar 4, 2025
Once the American people see what Trump is doing to their country they will want him out. Canada should add another one percent per month to the tariffs until the Ameican stock market bombs.
Once the American people see what Trump is doing to their country they will want him out. Canada should add another one percent per month to the tariffs until the Ameican stock market bombs.
Urges Canada to escalate tariffs as a strategic response, framed as both economic action and implicit call for retaliatory policy.
@callumturkington5856
Mar 4, 2025
Freedom for Ukraine! Freedom for Taiwan! Impeachement for that dumb*ss Trump and his lackey JD!
Freedom for Ukraine! Freedom for Taiwan! Impeachement for that dumb*ss Trump and his lackey JD!
Calls for impeachment of Trump while invoking freedom and justice as moral imperatives.
@Burrowsmp3
Mar 4, 2025
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
UK commenter urges tariff action against US while positioning UK as part of civilized nations coalition against America.
@stevebarker3992
Mar 4, 2025
Resign at once Donald CHUMP.
Resign at once Donald CHUMP.
Calls for Trump's resignation using a derisive nickname ('CHUMP'), combining demand for action with mocking humor.
@Conniememije
Mar 4, 2025
CNN crowd, you all should leave the country and live somewhere that the leaders delusion aligns with yours....
CNN crowd, you all should leave the country and live somewhere that the leaders delusion aligns with yours....
Urges political opponents to leave Canada, framing them as ideologically misaligned with the nation.
@bbbbannana9710
Mar 4, 2025
I am from Alberta, Canada and would like to thank all the American people that have said that they stand with Canada. YOU CAN HELP. Call or write to your various levels of government and …
I am from Alberta, Canada and would like to thank all the American people that have said that they stand with Canada. YOU CAN HELP. Call or write to your various levels of government and let them know that this is wrong and will hurt everyone in the US and Canada. The sooner that the US government realizes this is a no win situation, the better for all of us. Also, thank you to everyone around the world for your support. I am Canadian, I am strong and free and I will fight for my country and for my family.
Personal account from Alberta resident urging Americans to contact government representatives and expressing Canadian identity and solidarity.
@taztaffie
Mar 4, 2025
Take Trump out now before it’s too late.
Take Trump out now before it’s too late.
Urges immediate action against Trump framed as a threat, combining calls for intervention with expressions of danger.
@frankbarbaro4363
Mar 4, 2025
Canada - join us in the EU!
Canada - join us in the EU!
Urges Canada to join the EU as alternative alliance, implicitly comparing institutional options and calling for geopolitical realignment.
@proudream
Mar 4, 2025
T-rump & his band of Nazi Fashist Oligarchs need to be deposed
T-rump & his band of Nazi Fashist Oligarchs need to be deposed
Calls for removal of political figures while using strong moral language characterizing them as fascists.
@oceansailorboy
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)