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
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Criticizes Trump and US self-destruction on ethical grounds, comparing national trajectories.
@spikemarsters5376
Mar 4, 2025
Trump is a bully
Trump is a bully
Characterizes Trump negatively using a moral descriptor ('bully'), making an ethical judgment about his behavior.
Moral Argument
0.75
@syedmammar1
Mar 4, 2025
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Praises the speaker's eloquence and sophistication as moral/character virtues while implicitly comparing to another political figure.
@willmacleod1742
Mar 4, 2025
It is impossible for trump to do ANYTHING WITH anyone. He is incapable of relationship
It is impossible for trump to do ANYTHING WITH anyone. He is incapable of relationship
Makes a character-based moral judgment about Trump's inability to maintain relationships or work with others.
Moral Argument
0.75
@Kekuahiwi
Mar 4, 2025
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Advocates for equal respect and support of diverse cultures and religions, appealing to principles of fairness and human dignity.
LifeinCanada-m3i
Nov 22, 2025
It's to keep deadly drugs out, left matters one world one family
It's to keep deadly drugs out, left matters one world one family
Appeals to shared moral values (keeping drugs out, global family) to justify border policy.
Moral Argument
0.75
@pattersonmoses37
Mar 4, 2025
Hes scum too..he might as well have communism in his country
Hes scum too..he might as well have communism in his country
Condemns a political figure using strong moral language ('scum') and ideological framing (communism).
@susanndrake3838
Mar 4, 2025
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's …
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's going to learn it the hard way very soon ☹️\nA comedian puppet clown ? who still thinks that he is a real leader ???\nWait for it junkie \nCheers ????
Harsh moral condemnation of Zelenskyy's behavior as indecent and disrespectful, with implied threats about consequences.
@PlanB-3751
Mar 4, 2025
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner", He was sleeping in the back of the car. They had broken down near by and …
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner",
He was sleeping in the back of the car. They had broken down near by and were asking for help, he saw they were native and just got indignant, entitled and privileged. He saw , he knew ..stolen land, what3ver!! Those WhoSay that don't even know a first Nations person.
I stand by our immigration rules❤. You break our laws, you face the consequences ❤.
Deport them ❤.
Invokes stolen land and indigenous justice issues to argue for strict immigration enforcement and deportation as moral consequence.
J.HayleyHighway
Feb 18, 2026
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Praises Trudeau's leadership as exemplary, appealing to standards of what constitutes good governance.
@Zaderzare
Mar 4, 2025
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Appeals to historical justice and reparations for colonialism and atrocities, framing immigration debate through a moral lens of Western accountability.
renjit2988
Feb 25, 2026
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out …
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out . He will Decapitate USA!!
Expresses strong moral opposition to Trump using inflammatory language and historical references to war casualties, with implicit call for action against him.
@sarahsokal
Mar 4, 2025
Imagine having a government that looks out for the people.
Imagine having a government that looks out for the people.
Appeals to ethical principle that government should prioritize citizen welfare.
Moral Argument
0.75
@lifeonthefarm6001
Mar 4, 2025
As it should be........not a problem
As it should be........not a problem
Expresses approval of reduced travel as ethically justified, appealing to what 'should be' done.
Moral Argument
0.75
terrypolk8894
Dec 9, 2025
Trump betrayed US allies for his love to putin??
Trump betrayed US allies for his love to putin??
Frames Trump's actions as a betrayal of allies, appealing to principles of loyalty and trust in international relations.
@markericksonmartin1788
Mar 4, 2025
Don j has alienated his allies intentionally and has allied himself with the cruel dictator putin!!?????????
Don j has alienated his allies intentionally and has allied himself with the cruel dictator putin!!?????????
Criticizes political alliances on ethical grounds while expressing concern about authoritarian alignment.
@sweetjane5033
Mar 4, 2025
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
Thank you world for not supporting American economy and a military state country!
Thank you world for not supporting American economy and a military state country!
Appeals to ethical principles by thanking the world for not supporting what the commenter views as an unjust political system.
jaesea-g6s
Dec 9, 2025
It makes no sense. I am so sorry.
It makes no sense. I am so sorry.
Expresses sympathy and moral disapproval of the situation, though brief and somewhat ambiguous.
Moral Argument
0.75
@francesevelynrogers1123
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)