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
We feel so betrayed by America. We are the closest allies in the world. We have the most prosperous relationship the world has EVER seen in history. This is bewildering. We are all stunned in …
We feel so betrayed by America. We are the closest allies in the world. We have the most prosperous relationship the world has EVER seen in history. This is bewildering. We are all stunned in Canada.
Appeals to betrayal and fairness based on historical alliance, framing Canada-US relations as a moral issue.
@Alley00Cat
Mar 4, 2025
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Trump is not the dumbest US President of all time... He is the dumbest leader of ANY country of ALL TIME... Meanwhile he is filling his pockets with his market manipulation.
Moral condemnation of Trump's leadership and alleged corruption, with comparative framing to other leaders.
@FeelingZendo
Mar 4, 2025
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Unfortunately Trump befriends bullies and alienates friends and neighbors. In 2026 we will have midterm elections. That will be the time to make a necessary change and I trust Americans will vote.
Appeals to ethical principles about friendship and neighborly relations, with a call to vote in midterm elections.
@fanofbooks9
Mar 4, 2025
With friends like us (the U.S.) who needs enemies... :(
With friends like us (the U.S.) who needs enemies... :(
Uses ironic moral critique to suggest the U.S. is behaving like an enemy rather than a friend to Canada.
@TheHuzbub
Mar 4, 2025
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
I find it hilarious that the USA has a massive Fentanyl problem. Not Mexico, Canada, or Europe. USA only problem. Yet the solution needs to come from everybody else, except the USA
Points out perceived hypocrisy and unfairness in how the US expects others to solve its domestic problems.
@sportysp
Mar 4, 2025
I still can’t for the life of me understand why we went through a version of this once already and somebody here still keeps wanting more. Why? Why keep aligning with a “President” who seems …
I still can’t for the life of me understand why we went through a version of this once already and somebody here still keeps wanting more. Why? Why keep aligning with a “President” who seems hellbent on revenge and throwing us all overboard unless you’re at least a millionaire? The kinds of people placed in control right now are the very ones we all have been and should be fighting against still! Rich people have no interest in the issues and problems facing anybody with a net value of less than $1,000,000. We are just pawns for them to use in their pursuit of further wealth!
Appeals to justice and fairness while expressing concern about wealthy elites exploiting ordinary citizens for personal gain.
@restoringthefuture
Mar 4, 2025
I did not vote for, nor do I approve of what Trump is doing. I am so sorry for what is happening to our country and our relationship with other countries!
I did not vote for, nor do I approve of what Trump is doing. I am so sorry for what is happening to our country and our relationship with other countries!
Commenter expresses disapproval of Trump's actions on ethical grounds (harm to country and international relationships) and apologizes for the damage.
@gailwebber186
Mar 4, 2025
If we only had leadership with is kind of intelligence, rather than oligarchs and their overly obese puppets.
If we only had leadership with is kind of intelligence, rather than oligarchs and their overly obese puppets.
Criticizes current leadership as lacking intelligence and being controlled by oligarchs, appealing to standards of good governance.
@TerryKinney-xp4op
Mar 4, 2025
Anti-Americanism? It's a reaction to direct aggression and threats from your president. Nothing else.
Anti-Americanism? It's a reaction to direct aggression and threats from your president. Nothing else.
Frames Canadian criticism of US as justified response to aggression rather than prejudice, appealing to fairness and proportionality.
@fd6944
Mar 4, 2025
Canada saved over 400 Americans from the Irans regime .. 34 planes laned during 911 in Newfoundland.. fought in Iraq together .. Donald is a weak man desperately pretending to be strong, a small-minded person …
Canada saved over 400 Americans from the Irans regime .. 34 planes laned during 911 in Newfoundland.. fought in Iraq together .. Donald is a weak man desperately pretending to be strong, a small-minded person acting as if he's important. He's devoid of morals but pretends to be righteous. He's the aggressor always playing the victim. Deep down, he’s just a coward.
Catalogs historical Canadian-American cooperation and contrasts it with moral critique of Trump's character and leadership, appealing to shared values and betrayal.
@tonyfi2393
Mar 4, 2025
To the rest of the world: As an American citizen, I just want to say that I'm sorry our population was dumb enough put an incompetent, fascist, narcissistic conman fuckhead into the white house where …
To the rest of the world: As an American citizen, I just want to say that I'm sorry our population was dumb enough put an incompetent, fascist, narcissistic conman fuckhead into the white house where he could screw everything and everyone (us included) up. Not all of us voted for this or want this. Not all of us are dumb enough to fall for his bullshit.
Appeals to fairness and moral judgment by distancing self from Trump supporters and expressing regret for their political choices.
@dontcallmegus
Mar 4, 2025
We need Jesus in these times. God has control over this now. All these politicians are corrupt.
We need Jesus in these times. God has control over this now. All these politicians are corrupt.
An appeal to religious/moral principles and a sweeping claim that all politicians are corrupt, framed as a moral judgment about leadership.
@keniammartinez83
Mar 4, 2025
White House occupants destroy everything US worked so hard since it was founded. SHAME SHAME SHAME???
White House occupants destroy everything US worked so hard since it was founded. SHAME SHAME SHAME???
Appeals to shame and national pride, arguing that current leadership is destroying the nation's legacy and values.
@elenawalczyk5927
Mar 4, 2025
trumsk is a traitor of human kind and he never have nobel price of peace in in spending fire and hate
trumsk is a traitor of human kind and he never have nobel price of peace in in spending fire and hate
Frames Trump as betrayer of humanity and spreader of hate, making ethical judgment about his character and impact.
Moral Argument
0.80
@alfredruiz-k4t
Mar 4, 2025
Trump is God's punishment to Americans.
Trump is God's punishment to Americans.
Uses religious/moral framing to condemn Trump as divine punishment, expressing moral judgment.
Moral Argument
0.80
@tide7628
Mar 4, 2025
The Canadian people are not problem it's Trump, and those are the facts and reality.
The Canadian people are not problem it's Trump, and those are the facts and reality.
Defends Canadian people while attributing blame to Trump, framing it as a factual/moral distinction between populations and leadership.
@EarlFlores-r4u
Mar 4, 2025
The people who supported Trump will never be forgiven. You just made life harder for both Americans and Canadians and I’m sure you’ll soon come crying about how life is sooo much harder and how …
The people who supported Trump will never be forgiven. You just made life harder for both Americans and Canadians and I’m sure you’ll soon come crying about how life is sooo much harder and how you couldn’t have possibly known this could’ve happened. You think the world loves you but in reality, much of the world despises you and favours Canadians over you. You will soon see how delusional you are.
Appeals to moral judgment of Trump supporters while asserting Canadian superiority and global reputation.
@hazelgrunts
Mar 4, 2025
What the hell does America expect when you attack Canada economically, threaten to annex Canada and repeatedly insult the Canadian Prime Minister. Canadians are fed up. And Canadians are sickened to see the USA cozy …
What the hell does America expect when you attack Canada economically, threaten to annex Canada and repeatedly insult the Canadian Prime Minister. Canadians are fed up. And Canadians are sickened to see the USA cozy up to Russia and abandon our ally Ukraine.
Appeals to fairness and justice by questioning US actions and expressing moral disapproval of economic threats and geopolitical betrayals.
@mebbie44
Mar 4, 2025
An President shouldn't be in office with such a big personal ego, it's not gonna end well for anyone
An President shouldn't be in office with such a big personal ego, it's not gonna end well for anyone
Critiques presidential fitness based on ethical grounds (excessive ego as moral failing).
@johnfritz7222
Mar 4, 2025
Trump is a horrible, horrible human. I am devastated over what he is doing. I've never once given Trump my vote and I'm not a lefty liberal. I knew if he was voted in he …
Trump is a horrible, horrible human. I am devastated over what he is doing. I've never once given Trump my vote and I'm not a lefty liberal. I knew if he was voted in he was going to cause world wide chaos. He has shown his character over and over and over...yet a large portion of American's just ignored it. This election wasn't about republicans or democrats or independents. This election was about humanity and global security. American's ignored the writing on the wall for their own singular wants/opinions. They stand with their Trump flags but only a few of them can actually explain any accurate information about his policy or legal issues and they condone his behavior. The majority of Trumpers claim to be 'Christians'. Christians voting for a man who is a bully, abuser, liar, predator, monger of power, impedes freedom of press and speech and aligns himself with a dictator. He pardoned violent offenders and called them patriotic, spouts false information, obstructs investigations, has numerous felony charges against him and has now made enemies with our allies. Shall I go on? That's not Christian. Even if you aren't Christian...that's not what America stands for. All for what...eggs? Guns? Cheaper groceries? Or because your need for hating a small group of people out weighs global peace. Or is it because you are so short sighted that you can't even see the valuable contribution that non American born people provide this country. Yes, Biden fell asleep at the wheel. Yet many of you still believed the better choice was a psychopath. This election was important. We failed as a country by putting this man in office. No matter what party you align with, we failed. Yes, I want cheaper eggs. Yes, I really need cheaper groceries. But not over the safety of the globe. Not over the lives of the people and children being killed in an unprovoked war. Not over the safety of Europe. Not over ripping off our closest and favorite country that borders us. Not over losing our democracy and our allies. I stand with Ukraine, Canada, Mexico and Europe and the Gulf of Mexico. You should ask yourself what you really stand for.
Extended moral critique of Trump's character and values, invoking Christian ethics and appeals to humanity and global security rather than specific policy analysis.
@lauradz719
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)