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
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, …
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, selfish man and a liar.
Commenter appeals to ethical principles (standing up to bullying) while comparing Trump to Putin and making character judgments about leadership.
@kltyo
Mar 4, 2025
Trump is a TODDLER …. So is Musk
Trump is a TODDLER …. So is Musk
Uses dehumanizing language ('TODDLER') to make a moral judgment about Trump and Musk's character and fitness for leadership.
Moral Argument
0.85
@NZperrito
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
Well said - stand up to Trump. He is an evil, vindictive rapist, selfish fraudster!
Well said - stand up to Trump. He is an evil, vindictive rapist, selfish fraudster!
Condemns Trump using moral language ('evil', 'rapist', 'fraudster') while implicitly positioning Canada/speaker as morally superior through the call to 'stand up.'
@NAFO_Badger_Brigade
Mar 4, 2025
Mr, Trudeau prime minister, I am glad that you are standing up to trump do what is right for your country do not allow this, man child trump push you around, stand up take a …
Mr, Trudeau prime minister, I am glad that you are standing up to trump do what is right for your country do not allow this, man child trump push you around, stand up take a stand do what is right what is just, your people who voted for you deserve it, show the world ?? that integrity, honestly and the rule of law still matters, let the world see trump for what he is, and I say to the other leaders do not be afraid to do the right thing, a good leader loves his people a good leader protects it's people , silence ? at this point in time is not acceptable, when you see tyranny speak up i asked my father ounce what makes a man, i could see in his face that he was thinking about this question very hard and he turned and looked at me and said, a man will stand up for what he believes in,no matter the price, and a real man will always protect those that can't protect themselves, for this is the mark of a real man and gentleman, i have never forgotten those words that he spoke to me, and I believe that this saying also has religious implication as well, after everything is said and done it's not the voters that are going to judge you in the end it's god and he is going to judge you on his standards not MAGA
Extended appeal to ethical principles (integrity, justice, protection of people, standing against tyranny) urging leaders to do what is right.
@IsraelVargas-u6z
Mar 4, 2025
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed …
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed our relations with European countries. All by him, the man who has been indicted in both criminal and civil law cases. We know that Canada shows honor in fighting back. If our spineless, cowardly republicans party would work for their constituents rather than for a criminal we would not be in This situation.
Comment appeals to democratic values and honor while contrasting Canada's principled stance against Trump's perceived corruption and harm.
@kimc8566
Mar 4, 2025
Imagine once being the country that so many allies and neighbors sought refuge in—only to become this. Damn. I wish we had a leader who could articulate himself this well or actually cared about humanity. …
Imagine once being the country that so many allies and neighbors sought refuge in—only to become this. Damn. I wish we had a leader who could articulate himself this well or actually cared about humanity. Those of you who voted for this will soon see and feel the consequences of your actions. The truth is, Trump isn’t smart— and unfortunately, neither are most Americans.
Appeals to humanitarian values and criticizes leadership quality, with implicit call for accountability through voting consequences.
@realquitap
Mar 4, 2025
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Makes moral arguments about democracy and justice while critiquing Trump's foreign policy toward democratic allies.
@nikw.9710
Mar 4, 2025
Trump is a demented dumb dipstick.
Trump is a demented dumb dipstick.
Direct personal attack on Trump's character and competence without substantive policy critique.
Moral Argument
0.85
@trishturin4809
Mar 4, 2025
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights …
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights and democracy. I can't believe that it can be possible.
Appeals to principles of human rights and democracy while criticizing a political figure's actions and character.
@fexshopkyiv
Mar 4, 2025
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Makes ethical accusations of treason and dictatorship, with an implicit call to remove Trump from office.
@johndon7384
Mar 4, 2025
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
Expresses moral shame and apology for actions taken by their nation, appealing to ethical responsibility and national identity.
@alexandraaltshuller9217
Mar 4, 2025
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and …
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and doesn’t care about anyone. He’s just going around with his selfish and greedy self trying to take advantage of everyone with his corrupt ways . Trump should be a janitor, not a president ?
Condemns Trump's character and actions as corrupt and selfish (moral judgment), with some nationalist framing about defending Canada against external pressure.
@MatthewForsythe-os7rj
Mar 4, 2025
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this …
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this fool. He will sell out the American people to Putin. As a Canadian thank you world for all the support. We all have a duty to fight evil. Donald is the devil in sheeps clothing.
Frames Trump as evil and appeals to duty to fight evil, with calls to protest and assertions of Canadian identity.
@tonyalves8823
Mar 4, 2025
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF …
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF ALL AN AMERICAN KILLER!!\nWE MUST ALL STAND FOR DEMOCRACY!!\nTRUMP DOESN'T UNDERSTAND THAT TRUE HARDWORKING TAX PAYING AMERICANS DON'T KILL OR WANT TO KILL OTHER AMERICANS PERIOD!! HE'S NEVER PAID TAXES!! \nI WANT TO MOVE TO CANADA WHERE THEIR PRESIDENT REALLY DOES CARE ABOUT HIS COUNTRY AND CANADIANS.
Strong ethical appeals about democracy, integrity, and care for citizens, with personal intention to relocate to Canada.
@jcan196
Mar 4, 2025
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
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Makes a moral judgment about Trump's character, emphasizing cruelty and selfishness as ethical failings.
Moral Argument
0.85
@ThreeSalmonCircus
Mar 4, 2025
Even when leaders of other countries speak “harshly” which I think is really just speaking directly, but the leaders I’ve heard in their harsh’s tones, never speak the despicable language that Trump uses with his …
Even when leaders of other countries speak “harshly” which I think is really just speaking directly, but the leaders I’ve heard in their harsh’s tones, never speak the despicable language that Trump uses with his derogatory, name-calling and vicious, lashing out that he does he never pauses, take a deep breath and can consider the 2% of truth his adversaries are speaking of he simply can’t negotiate or compromise or even listen for God sake. He’s only a few years older than me. We have learned by this age to shut our mouths and listen sometimes, but not him. No, he has not learned that lesson. He has not learned to listen to others and to care for others.
Appeals to ethical principles about listening, compromise, and respect for others as moral leadership qualities.
@HeidiBWert
Mar 4, 2025
A couple of things.\n\n1. Great that he basically called Trump an idiot.\n2. He blew up Trump's lies about fentanyl coming in calimly and with facts.\n3. He did not call Trump 'President' when addressing him. He …
A couple of things.\n\n1. Great that he basically called Trump an idiot.\n2. He blew up Trump's lies about fentanyl coming in calimly and with facts.\n3. He did not call Trump 'President' when addressing him. He simply called him Donald. No title, no respect.\n\nNot a fan of Trudeau, but he was absolutely spot on with this. Go to hell, Donald Trump.
Praises Trudeau's factual response and moral stance (withholding respect) while criticizing Trump's dishonesty, grounded in ethical judgment.
@AssistantToTheRegionalManager
Mar 4, 2025
Trump belittles Zelensky our ally calling him a dictator, saying he started the war three years ago. He belittles our ally Trudeau by calling him governor. This is wrong. I'm sorry Canada. This is no …
Trump belittles Zelensky our ally calling him a dictator, saying he started the war three years ago. He belittles our ally Trudeau by calling him governor. This is wrong. I'm sorry Canada. This is no way to treat an ally.
Condemns Trump's treatment of allies as ethically wrong, framed as a moral failing rather than policy disagreement.
@judyjackson2260
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)