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
Search & Filter
Moral Argument
2,863 comments
Trump has disappointed many many Americans with this decision and his opposition to Ukraine—he will regret this, Canada our closest friends and supporting 3 years of Putin sickening terrorist attacks of Ukrainian civilians! I voted …
Trump has disappointed many many Americans with this decision and his opposition to Ukraine—he will regret this, Canada our closest friends and supporting 3 years of Putin sickening terrorist attacks of Ukrainian civilians! I voted for Trump, but he is only ONE branch of our government, a Democracy, not Authoritarian! Our legislators should override Trumps decision, it takes 2/3 approval by our House and Senate and it does not matter what Trump does, he cannot Veto! Trump has some twisted affinity for Putin and Dictators. When Trump does not get his way, he tantrums and acts out…a very cardinal trait of Trumps personality. There is no logic—he goes on and on about all the lives and dying, then he supports Putin who has 1200 to 1500 Russian youth getting killed daily. \nSLAVA UKRAINI ????
Appeals to democratic principles and ethical concerns about authoritarian tendencies and humanitarian issues.
@collinbillingsley9798
Mar 4, 2025
Geography has made us neighbors. History has made us friends. Economics has made us partners. And necessity has made us allies. Those whom nature hath so joined together, let no man put asunder.\nWhat unites us …
Geography has made us neighbors. History has made us friends. Economics has made us partners. And necessity has made us allies. Those whom nature hath so joined together, let no man put asunder.\nWhat unites us is far greater than what divides us. The issues and irritants that inevitably affect all neighbors are small deed in comparison with the issues that we face together--above all the somber threat now posed to the whole neighborhood of this continent--in fact, to the whole community of nations. But our alliance is born, not of fear, but of hope. It is an alliance that advances what we are for, as well as opposes what we are against.\n\n*John F. Kennedy*
Quotes JFK to invoke shared values, unity, and moral principles binding nations together.
@Ogami0Itto
Mar 4, 2025
No Trudeau, the people chose this. Once was a mistake. Three times is deserved...
No Trudeau, the people chose this. Once was a mistake. Three times is deserved...
Frames electoral outcomes as moral consequences ('deserved'), suggesting accountability for repeated choices.
Moral Argument
0.80
@jazjr141
Mar 4, 2025
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his …
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his abuse.
Uses moral language ('bully,' 'abuser') to critique Trump's foreign policy approach as ethically wrong and harmful to alliances.
@aliceputt3133
Mar 4, 2025
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Moral condemnation of Trump for alleged betrayal of allies and appeasement of Putin.
@rajchettri8752
Mar 4, 2025
I hate Donald Trump. I hate him. I hate him. I hate him. He’s ruining not only the United States but he’s ruining the entire world will feel the effect of this monstrous vile and …
I hate Donald Trump. I hate him. I hate him. I hate him. He’s ruining not only the United States but he’s ruining the entire world will feel the effect of this monstrous vile and vulgar man.
Strong moral condemnation of Trump using ethical language ('monstrous vile'), with secondary alarmist framing about global harm.
@maryoneill6495
Mar 4, 2025
“Trump knows he made a mistake with the tariffs, but his pride want allow him to admit it.”
“Trump knows he made a mistake with the tariffs, but his pride want allow him to admit it.”
Comment makes a moral judgment about Trump's character (pride preventing admission of error) rather than policy analysis.
Moral Argument
0.80
@cocobrown6998
Mar 4, 2025
I very much respect the Canadian Prime Ministers response.
I very much respect the Canadian Prime Ministers response.
Expresses respect for a political leader's ethical stance or response.
Moral Argument
0.80
@rudikoch1164
Mar 4, 2025
Hey Justin Trudeau, who else is a lying Murderous Dictator??? You sent pigs on horses to trample old ladies during the freedom convoy!!! You have taken away everyone’s charter rights of freedom of speech and …
Hey Justin Trudeau, who else is a lying Murderous Dictator??? You sent pigs on horses to trample old ladies during the freedom convoy!!! You have taken away everyone’s charter rights of freedom of speech and freedom of expression. That right there is a dictator
Makes moral accusations of dictatorship and rights violations against Trudeau, framing the issue as a fundamental breach of democratic principles and freedoms.
@JasonBeaumont-t7j
Mar 4, 2025
Trump is an idiot, a traitor, a crook. \n\nWell done MAGA America on voting in this moron TWICE.\n\nI'm not Canadian, they're too nice to write as I have. However my feelings are shared worldwide in …
Trump is an idiot, a traitor, a crook. \n\nWell done MAGA America on voting in this moron TWICE.\n\nI'm not Canadian, they're too nice to write as I have. However my feelings are shared worldwide in the democracies than America now shuns.\n\nYou'd better start learning Russian. You don't deserve to speak English anymore.
Appeals to ethical judgment about Trump's character and America's standing in democracies worldwide.
@debblanch5977
Mar 4, 2025
Who was dumb enough to vote trump, who couldn’t see the wrecking ball he is, who couldn’t see he is unfit for the job, most of the US that’s who.
Who was dumb enough to vote trump, who couldn’t see the wrecking ball he is, who couldn’t see he is unfit for the job, most of the US that’s who.
Criticizes Trump voters for failing to recognize unfitness for office, appealing to judgment and competence standards rather than policy specifics.
@lbarbato6425
Mar 4, 2025
Trump is DESTROYING AMERICA... Shame on your Trump Supporters.
Trump is DESTROYING AMERICA... Shame on your Trump Supporters.
Condemns Trump's actions as destructive with moral disapproval, implicitly calling for rejection of Trump supporters.
@prblaze03
Mar 4, 2025
This is what a leader, a real leader…intelligent and savvy…looks like. When Trump looks into the mirror, this is not what is reflected back. The reflection looks like a four year old child, crying because …
This is what a leader, a real leader…intelligent and savvy…looks like. When Trump looks into the mirror, this is not what is reflected back. The reflection looks like a four year old child, crying because Daddy doesn’t love him. It’s sad but we will be paying dearly for a child’s temper tantrum and very disturbing behaviors. Wake up United States, Congress, Republicans and Democrats, the entire News Media, and uninformed voters. This country, our country is at risk of going the way of all fallen dynasties…into oblivion. God help us all. Sorry dear Canada, so sorry.
Contrasts Trudeau's leadership qualities with Trump's character flaws using ethical and moral language about fitness for office and national risk.
@oliviacasino8888
Mar 4, 2025
Canadians have every right to counter these grotesque measures from this grotesque US president.
Canadians have every right to counter these grotesque measures from this grotesque US president.
Appeals to Canadian rights and moral justification for resisting US presidential policies characterized as grotesque.
Moral Argument
0.80
@marrous4845
Mar 4, 2025
Trump is a bully and thinks like a child without thinking of the consequences. He’s been getting his way for years and running around bullying others. I really hope Canada Mexico whoever trump wants to …
Trump is a bully and thinks like a child without thinking of the consequences. He’s been getting his way for years and running around bullying others. I really hope Canada Mexico whoever trump wants to bully stand on business and does the same. Unfortunately we Americans will be caught in the crossfire but it has to be done.
Characterizes Trump as morally wrong (bully, childish) and appeals to others to stand firm on principle despite personal costs.
@mmljane
Mar 4, 2025
Canadian Prime Minister Justin Trudeau. is the most clear speaking and direct leader in this times.
Canadian Prime Minister Justin Trudeau. is the most clear speaking and direct leader in this times.
Praises Trudeau's leadership qualities as clear and direct, implicitly appealing to values of transparency and principled leadership.
Moral Argument
0.80
@leifjohansson7944
Mar 4, 2025
America is having this crazy issue because they can’t stick with truth. You stay with Ukraine while supporting Israel. One is oppressed, other one is oppressor. You can’t handle one hand truth and other hand …
America is having this crazy issue because they can’t stick with truth. You stay with Ukraine while supporting Israel. One is oppressed, other one is oppressor. You can’t handle one hand truth and other hand wrong. No morality have americans…
Appeals to moral principles about consistency and truth, criticizing American foreign policy hypocrisy.
@davidvilla5154
Mar 4, 2025
The Bible says to shun evil. I'm with Canada on these matters. Hope America will bring back decency in 2028.\n#StupidVoters
The Bible says to shun evil. I'm with Canada on these matters. Hope America will bring back decency in 2028.\n#StupidVoters
Appeals to religious/ethical principles to support Canada's position and express hope for American moral renewal.
@SC-g-cox
Mar 4, 2025
Trump is a traitor to America. We knew that before his election. Ignorance has enabled Trump to destroy our country.
Trump is a traitor to America. We knew that before his election. Ignorance has enabled Trump to destroy our country.
Makes ethical judgment that Trump is a traitor, appealing to patriotic values and national interest.
@BlueSkys6799
Mar 4, 2025
I know a lot of people are tired of JT. And they have their reasons. But as a Canadian, I have to say that he did a good job addressing this issue. He literally came …
I know a lot of people are tired of JT. And they have their reasons. But as a Canadian, I have to say that he did a good job addressing this issue. He literally came across as a concerned Canadian citizen that doesn't want this trade war. He truly doesn't. Nobody does. I gotta give props to JT on this one. He may have made some mistakes, but he did a good job addressing these terrible tariffs.
Acknowledges criticism of PM but appeals to fairness and national interest, praising his handling of the crisis as ethically sound.
@curtbudden4191
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)