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
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Commenter critiques Trump's character and leadership style, framing his behavior as disrespectful and authoritarian rather than engaging substantively.
@BarryJohn-r1q
Mar 4, 2025
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when …
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when family fights family.
Personal account of border crossing combined with an appeal to unity and against conflict based on family/relational ethics.
@ASingh-u1x
Mar 4, 2025
From DC and the DMV - Forget Trump. All the things he’s done are unnecessary. As a country, we deserve this criticism.
From DC and the DMV - Forget Trump. All the things he’s done are unnecessary. As a country, we deserve this criticism.
Appeals to national values and fairness ('we deserve this criticism'), framing criticism as ethically justified.
@reginaldgalloway
Mar 4, 2025
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Frames the conflict as a moral struggle between reasonableness and bullying behavior, with dystopian framing of the current reality.
@danix71
Mar 4, 2025
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
Makes ethical appeals about Trump's character and fitness for office while expressing alarm about generational damage, framed as moral condemnation.
@kingofbuckhannon
Mar 4, 2025
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to …
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to kill themselves
Argues that drug users bear personal responsibility, questioning why society should bear costs for individual self-destructive choices.
@deewilbur9616
Mar 4, 2025
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Uses historical comparison and ironic tone to challenge the framing of immigration as 'invasion' by pointing out European colonization.
ravi.867
Jan 27, 2026
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
Rhetorically questions whether Americans bear responsibility for their government's actions, implying moral accountability.
@leeprice9442
Mar 4, 2025
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
Appeal to cultural respect and ethics while framing immigrant groups as threats to others, mixing moral and identity-based arguments.
hoseaphillips7668
Feb 18, 2026
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Criticizes Trump's treatment of neighbors/allies as unethical while also raising economic concerns about market decline.
@SmilingAardvark-jv6ol
Mar 4, 2025
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. …
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. All the fraud money won't be giving back to americans they will keep it for all the money he lost from being sued
Critiques billionaires and Trump for deception and fraud, appealing to fairness and justice while claiming personal experience with their wrongdoing.
@BrianT-uy
Mar 4, 2025
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return …
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return to the good side on the world stage.
Appeals to ethical principles about international conduct and moral positioning on the world stage.
@danwilliams1645
Mar 4, 2025
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what …
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what traitors do.
Veteran's personal perspective condemning Trump's actions as treasonous and harmful, grounded in moral judgment about betrayal and alignment with adversaries.
@johnstepp5172
Mar 4, 2025
Stupid trump...stupid vance....they love their bloody handed putin
Stupid trump...stupid vance....they love their bloody handed putin
Ethical critique of Trump and Vance framed through accusations of supporting a violent authoritarian regime.
@Aditiji108
Mar 4, 2025
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Critiques the moral cost of supporting Trump (sacrificing jobs, health, family, retirement), with underlying threat/anxiety.
@itweety21
Mar 4, 2025
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you …
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you so destructive and cruel to people around the world?\nSharpen up, for Gods sake!?
Appeals to ethics and human decency, questioning Trump's cruelty and destructiveness toward people globally on moral grounds.
@anitatillberg4909
Mar 4, 2025
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the …
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the work needed, to make a decision that did not tear down OUR country.
Appeals to shame and moral responsibility of voters who supported Trump, framing as ethical failure to protect the country.
@BrownEyesNlocs
Mar 4, 2025
Maga people think Trump is their friend. Canada and the US have been friends for 150 years as long as he thinks people have been collecting social security. Now that trump is in office a …
Maga people think Trump is their friend. Canada and the US have been friends for 150 years as long as he thinks people have been collecting social security. Now that trump is in office a heel turn, actually he was always the villain turns the Americans friends and sides with American enemies. At this point if you still follow him you've got stockholm syndrome.
Appeals to historical friendship and betrayal of values, characterizing Trump supporters as morally compromised while defending Canada-US relations.
@kencochrane2885
Mar 4, 2025
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business …
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business shit person.🤬
Appeals to hypocrisy and fairness while making us-vs-them claims about Western countries and their treatment of India.
aeroabhi17
Jan 29, 2026
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Apologizes to the world on behalf of non-Trump voters, appealing to collective responsibility and moral judgment while asserting in-group distinction.
@scottmiller7655
Mar 4, 2025
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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)