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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Moral Argument
2,863 comments
This is Trumps playbook. Ask for something and then complain that it is not exactly what he originally asked for. Justifies him for not paying contractors. In this case probably justifies in annexing Canada. Orange …
This is Trumps playbook. Ask for something and then complain that it is not exactly what he originally asked for. Justifies him for not paying contractors. In this case probably justifies in annexing Canada. Orange douchebag.
Criticizes Trump's negotiating tactics as unethical and unjust, framing his behavior as dishonest and hypocritical.
@JM-gs1gr
Mar 4, 2025
Trump is owned by Putin and is willing to be enemies with allies for him. It’s a very selfish move.
Trump is owned by Putin and is willing to be enemies with allies for him. It’s a very selfish move.
Critiques Trump's actions as selfish and morally wrong, appealing to principles of loyalty and democratic values.
@ladygibs
Mar 4, 2025
It’s so sad and shocking that Trump chose to against his allies and stand with Putin.
It’s so sad and shocking that Trump chose to against his allies and stand with Putin.
Expresses ethical concern about Trump's alignment with authoritarian leaders over democratic allies.
Moral Argument
0.85
@yuhuihe8477
Mar 4, 2025
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Appeals to historical injustice and fairness principles while critiquing selective opposition to immigration based on race.
W_Rishi25
Jan 27, 2026
America we Canadians are upset with Trump and his criminal group running your country into the ground. We only have did our best for decades to be a rock for you…We don’t want this unfortunate …
America we Canadians are upset with Trump and his criminal group running your country into the ground. We only have did our best for decades to be a rock for you…We don’t want this unfortunate situation but we will not bend the knee to Trump! If you really have that patriotism you have pounded your chests for decades as the best democracy in the world then show it! Right now we see a lot of talk and no action towards a criminal dictator Russian sympathizer
Appeals to democratic principles and patriotism while calling for action against perceived authoritarianism.
@zeusse2212
Mar 4, 2025
The moment Pres. Trump threatened Canada with the tariff trade war months ago, I was shocked. How come your closest ally, a friend, your closest neighbor, shared the longest border in the world, fought side …
The moment Pres. Trump threatened Canada with the tariff trade war months ago, I was shocked. How come your closest ally, a friend, your closest neighbor, shared the longest border in the world, fought side by side in ww1, ww2, middleast conflicts etc., and now the relationship starts to deteriorate because of one man's arrogance.
Appeals to shared history and alliance bonds to argue that Trump's actions betray fundamental principles of friendship and loyalty.
@LifeOdysseyMotivation
Mar 4, 2025
As an American I'm so ashamed that we have a President who is so unqualified?
As an American I'm so ashamed that we have a President who is so unqualified?
American commenter expresses shame about their president's qualifications, appealing to standards of competence and fitness for office.
@jamesmiddleton7056
Mar 4, 2025
Trump is a a great deceiver.
Trump is a a great deceiver.
The comment makes a moral judgment characterizing Trump as deceptive, appealing to ethics and truthfulness.
Moral Argument
0.85
@sandralynn7321
Mar 4, 2025
There are no winners in any war.
There are no winners in any war.
Makes a philosophical/ethical statement about the futility of war, appealing to universal moral principles.
Moral Argument
0.85
@gene_takavic57
Mar 4, 2025
How can the msm and their guests say they don't understand why he's doing this? If you look at every thing Trump does thru the lense of pleasing Putin and putting Rudssia and China's agenda …
How can the msm and their guests say they don't understand why he's doing this? If you look at every thing Trump does thru the lense of pleasing Putin and putting Rudssia and China's agenda first, it all makes sense. It's time to start calling this what it is. A traitorous president is selling out his own country and countrymen. He needs to he stopped bamn before its too late. This is not Amerixa first, it's America last.
Comment makes ethical accusations of treason and betrayal, calling for moral judgment and intervention against perceived wrongdoing by a political leader.
@danalala18
Mar 4, 2025
Well said Prime Minister Trudeau, very clear precise without name calling and shouting but this is exactly how intelligent leadership respond. My only correction would be to your statement that trump is a smart man; …
Well said Prime Minister Trudeau, very clear precise without name calling and shouting but this is exactly how intelligent leadership respond. My only correction would be to your statement that trump is a smart man; no sir but I understand the need not to obliterate him.
Praises Trudeau's intelligent and measured leadership approach as morally superior to name-calling and shouting.
@teresaaverett8824
Mar 4, 2025
Thank you Canada. Maybe feeling Trump's policies directly will get into the heads of the selfish MAGA Americans and shake them free from their cult. Sadly, the welfare of their fellow Americans wasn't enough to …
Thank you Canada. Maybe feeling Trump's policies directly will get into the heads of the selfish MAGA Americans and shake them free from their cult. Sadly, the welfare of their fellow Americans wasn't enough to vote for democracy, and now they will have to personally feel the pain. We, the defenders of democracy, will feel it too, but it's necessary to shake some sense into these idiots. This is years of Russian propaganda coming to fruition. Sorry Canada, I have voted against this, I have written and called my representatives, I have written and called politicians across the states begging them to stand up for us. I have gone to protests, I have done everything I can do while still remaining peaceful. Hopefully your country's justified retaliation can prevent the inevitable next step.\n\n-American progressive, USMC veteran, ally to Canada, Ukraine, and Europe.
The commenter appeals to democratic values and justice while framing themselves as a defender against authoritarianism, with personal narrative elements about their activism.
@tiranecat6865
Mar 4, 2025
Canada and Canadians you're the luckiest bunch on the face of this earth. If trump didn't mess things up this early you might have elected maple maga and bonjour disaster. This trump blunder was a …
Canada and Canadians you're the luckiest bunch on the face of this earth. If trump didn't mess things up this early you might have elected maple maga and bonjour disaster. This trump blunder was a blessing in disguise. Never ever play with your cherished liberties and democracy by giving control of it to fascist leaning political party. Go Canada❤
Appeals to protection of democracy and liberties as moral imperatives while asserting Canadian identity and values against fascism.
@1papabadou
Mar 4, 2025
I am American and this is how you respond. Not like we saw with Trump and Vance with Zelensky. The US know we have a lunatic in office and hoping congress stands up and stop …
I am American and this is how you respond. Not like we saw with Trump and Vance with Zelensky. The US know we have a lunatic in office and hoping congress stands up and stop him all his illegal activity.
American commenter expressing ethical approval of Canada's response and criticism of Trump's conduct as immoral and illegal.
@feleciajackson4441
Mar 4, 2025
Trump is the dumbest and evil person in the history of America
Trump is the dumbest and evil person in the history of America
Makes a value judgment characterizing Trump as morally deficient (evil, unintelligent) without specific policy critique.
Moral Argument
0.85
@59mench
Mar 4, 2025
We deeply respect and value our neighbors to the North and South. While we understand these tariffs will impact all consumers, as Americans, we acknowledge that Canada and Mexico's responses are a direct result of …
We deeply respect and value our neighbors to the North and South. While we understand these tariffs will impact all consumers, as Americans, we acknowledge that Canada and Mexico's responses are a direct result of policy decisions beyond their control. My hope is that in a not so far off future, we can repair our everlasting relationships and continue to thrive united as partners.
Appeals to respect, fairness, and partnership values while acknowledging legitimate grievances and advocating for reconciliation based on ethical principles.
@MrFullframefotos
Mar 4, 2025
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Appeals to historical fairness and justice, arguing that concerns about demographic change are hypocritical given colonial history.
Gmmmw13
Feb 6, 2026
Can we get a grown-up for a president too? If you're in any kind of war with Canada you have to know you're on the wrong side, at the very least morally. What are we …
Can we get a grown-up for a president too? If you're in any kind of war with Canada you have to know you're on the wrong side, at the very least morally. What are we doing? What is this timeline?
Appeals to moral principles (being on the 'wrong side morally') while questioning U.S. policy decisions.
@RVK87
Mar 4, 2025
13:00 The fact the trafficker has zero shame and asked to meet outside a holy place the sikh temple is despicable. Sikhs are a peaceful respectful people, but these newer generations are arrogant and are …
13:00 The fact the trafficker has zero shame and asked to meet outside a holy place the sikh temple is despicable. Sikhs are a peaceful respectful people, but these newer generations are arrogant and are eroding selfishly the hard work done by assimilated Sikhs generations before. The trafficker needs to goto jail.
Condemns criminal behavior as despicable and unethical while making generational claims about Sikh identity and assimilation.
RemyMartinVSOP
Jan 27, 2026
Americans should be ashamed of what they are doing
Americans should be ashamed of what they are doing
Appeals to shame and ethical judgment regarding American actions, a moral critique.
Moral Argument
0.85
@christianaster
Mar 4, 2025
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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)