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
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
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
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
Will you please save those of us who did not vote for this insanity?????????
Will you please save those of us who did not vote for this insanity?????????
Plea for political intervention framed as urgent request to save those opposed to current policies.
@danamosley
Mar 4, 2025
Canada is falling for it again. Less than a month ago every arena full of people screaming F Trudeau. This guy is resigning by the next election. Vote Pierre!
Canada is falling for it again. Less than a month ago every arena full of people screaming F Trudeau. This guy is resigning by the next election. Vote Pierre!
Urges voting for Pierre while asserting Canadian political identity and criticizing Trudeau.
@zedsdead6969
Mar 4, 2025
Do what you have to, to get rid of the orange child.
Do what you have to, to get rid of the orange child.
Urges action ('do what you have to') to remove Trump from power.
Call to Action
0.80
@mykitties321
Mar 4, 2025
Give Trump the ultimatum! Choose Russia or Western Alliance? If you choose Russia, just break ties..
Give Trump the ultimatum! Choose Russia or Western Alliance? If you choose Russia, just break ties..
Urges Trump to make a choice between Russia and Western Alliance, framing it as an ultimatum while comparing geopolitical positions.
@bshans2929
Mar 4, 2025
Shit we ain’t voting for this they are!!!!! We have no say in what the government does or we will just get shut out unless we raid out own capital to make a point
Shit we ain’t voting for this they are!!!!! We have no say in what the government does or we will just get shut out unless we raid out own capital to make a point
Expresses frustration with government and urges collective action ('raid our own capital'), though the message is fragmented.
@mcculskereldridge1530
Mar 4, 2025
I advise we put another 25% tariff on Canadian products, just because of this stupid speech
I advise we put another 25% tariff on Canadian products, just because of this stupid speech
Advocates for a specific economic action (additional tariffs) in response to perceived poor leadership, framed as a recommendation.
@JoesephLombardi
Mar 4, 2025
Why not tariffs energy export to USA? Why don't you export energy direct to Europe and bypass USA? It's more effective and lead to decline Trump's approval
Why not tariffs energy export to USA? Why don't you export energy direct to Europe and bypass USA? It's more effective and lead to decline Trump's approval
Urges Canada to pursue alternative energy export strategies to Europe and reduce dependence on USA, framed as strategic action.
@herubudhyagung3321
Mar 4, 2025
Dump Trump! Dump Trump! He's a fool!!!! He's not American or for Americans!!
Dump Trump! Dump Trump! He's a fool!!!! He's not American or for Americans!!
Repetitive exhortation to reject Trump with identity framing about American interests, functioning as a rallying cry rather than substantive argument.
@danatriesit3244
Mar 4, 2025
Good job Justin. I hope every one follow him to impreach Trump
Good job Justin. I hope every one follow him to impreach Trump
Urges others to impeach Trump, framed as a moral imperative with approval of the political leader's stance.
@rma3899
Mar 4, 2025
Remove Elon citizenship as he's play his far-right hated agendas. Kick him out! ..
Remove Elon citizenship as he's play his far-right hated agendas. Kick him out! ..
Urges removal of citizenship and deportation while framing the target as ideologically opposed to national values.
@bshans2929
Mar 4, 2025
Yes!! Time to start making American goods again!! Go Trump!
Yes!! Time to start making American goods again!! Go Trump!
Enthusiastic support for Trump's economic nationalism with implicit encouragement of protectionist policies.
@lbjr777
Mar 4, 2025
We the American people need to rise up against our traitorous dictator loving government or we cannot call ourselves Americans.
We the American people need to rise up against our traitorous dictator loving government or we cannot call ourselves Americans.
Urges Americans to mobilize against government, framed as defense of national identity and values.
@joshuacanipe7688
Mar 4, 2025
US citizen here and I despise the dumpster. Cripple the dumpster for the monster that he is! His base will turn on him and force him out of office!!! The dumpster is knowingly putting America's …
US citizen here and I despise the dumpster. Cripple the dumpster for the monster that he is! His base will turn on him and force him out of office!!! The dumpster is knowingly putting America's national security at risk and that is TREASON!!!
Comment urges action against a political figure while framing them as a national security threat, combining calls for political mobilization with fear-based rhetoric.
@DoNortSleepIn2024
Mar 4, 2025
We'll never forgive this. You'll get everything you deserve for this. And we'll do whatever it takes to deal with this. Personally never buying an American product or supporting America ever again. And I swear …
We'll never forgive this. You'll get everything you deserve for this. And we'll do whatever it takes to deal with this. Personally never buying an American product or supporting America ever again. And I swear by it.
Urges personal boycott of American products and mobilizes others ('we'll do whatever it takes'), framed as moral retaliation.
@flipletape9706
Mar 4, 2025
Calm Down, JUSTIN, just focus on your resignation and border
Calm Down, JUSTIN, just focus on your resignation and border
Urges resignation and border policy action while critiquing current leadership.
@Kaneazy
Mar 4, 2025
Should’ve made your Tariffs 50%. Keep up the good fight prime minister Trudeau…
Should’ve made your Tariffs 50%. Keep up the good fight prime minister Trudeau…
Urges Trudeau to increase tariffs and continue confrontational trade policy, combining specific policy suggestion with encouragement.
@tony6498
Mar 4, 2025
Canada >TURN OFF ALL THE ELECTRICITY THAT CANADA SENTS TO THE USA !!
Canada >TURN OFF ALL THE ELECTRICITY THAT CANADA SENTS TO THE USA !!
Urges Canada to take retaliatory action by cutting electricity exports to the USA.
@phillipfranklin9353
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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