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
betrayal never comes from your enemies
betrayal never comes from your enemies
Philosophical statement about betrayal and trust, implying moral judgment about political leadership and loyalty.
Moral Argument
0.75
@AlexanderKreuzhuber-f9b
Mar 4, 2025
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
Appeals to justice and rule of law, calling for accountability for alleged election interference and terrorism.
@asdf-bm4df
Mar 4, 2025
All we want is fairness and president Trump is for America.
All we want is fairness and president Trump is for America.
Appeals to fairness as a principle while asserting national interest prioritization.
@makahanp
Mar 4, 2025
Like the Bible say never put a damn fool over nothing
Like the Bible say never put a damn fool over nothing
Invokes biblical moral principle against placing unfit leaders in power, appealing to ethical standards.
Moral Argument
0.75
@toneyingram732
Mar 4, 2025
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
Expresses ethical concern about leadership priorities, contrasting care for people against self-interest of the wealthy elite.
@Cheryl-yz4gg
Mar 4, 2025
OH JUSTIN YOU ARE SO RIGHT THIS IS VERY PERSONAL YOU MADE FUN OF HIM AND HE IS TAKING REVENGE, BUT PRESIDENT CHUMP OBVIOUSLY CANNOT SEPERATE BUSINESS FROM HIS PERSONAL PROBLEMS, THE WHOLE WORLD DOES …
OH JUSTIN YOU ARE SO RIGHT THIS IS VERY PERSONAL YOU MADE FUN OF HIM AND HE IS TAKING REVENGE, BUT PRESIDENT CHUMP OBVIOUSLY CANNOT SEPERATE BUSINESS FROM HIS PERSONAL PROBLEMS, THE WHOLE WORLD DOES NOT LIKE THIS GUY WHEN HIS TERM IN OFFICE IS OVER THE ONLY TWO PLACES THAT HE WOULD BE WELCOME IN IS HIS HOME COUNTRY AND RUSSIA AND I AM NOT SO SURE ABOUT RUSSIA I WROTE ON YOUTUBE BEFORE THAT THIS GUY IS SINKING THE AMERICAN FLEET FAST AND MORE THOROUGHLY THAN THE JAPANESE DID AT PEARL HAROR MAN AT THIS MOMENT THE TWO WORST NATIONALITIES TO BE IS AMERICAN AND RUSSIAN THEY BOTH ARE CAUSING GREAT HARM NOT ONLY TO THE WORLD, BUT MOSTLY TO THEIR OWN PEOPLE AND COUNTRIES TALK ABOUT SELFISH LEADER'S. PRESIDENT CHUMP WAS RIGHT ABOUT ONE THING WITH THE LEADER'S WE HAVE NOW IT IS NOT IF WE WILL ENGAGE EACH OTHER IN A WORLD WAR, BUT WHEN THE LEADER'S WE HAVE NOW ARE STEERING THE HUMAN RACE IN THAT DIRECTION AND PRESIDENT CHUMP YOU AND PRESIDENT POUTINE WILL BE CHIEFLY RESPONSIBLE. THE LEADER'S WE HAVE ELECTED TODAY ARE RESPONSIBLE FOR MOST OF THE MISERY IN THE WORLD TODAY. LEADER'S LIKE PRESIDENT KENNEDY, GHANDI, CHURCHILL ETC. TODAY WE HAVE LEADER'S LIKE TRUDEAU WHO CREATED MISERY AND DIVISION IN CANADA THE FORE MENTIONED LEADER'S ALREADY METIONED ARE DIRECTED BY PERSONAL GREED AND AMBITION AND HYPOCRACY. PRESIDENT ZELINSKY I AM AFFRAID LEADER'S LIKE YOU THAT HAVE COURAGE INTEGRITY AND STRENGHT ARE FEW AND FAR BETWEEN I AM SORRY TO TELL YOU BUT I THINK IN REALTY YOU STAND ALONE NOT MANY LEADER'S TODAY PUT COUNTRY AND COUNTRYMEN AND WOMEN BEFORE THEIR PERSONAL GREED AND AMBITION, BUT IF YOU SUCCEED YOU WILL BE STRONGER AND FAR BETTER OFF GOD BLESS
Appeals to ethics and leadership integrity while expressing concerns about global harm and potential world war caused by current leaders.
@warrenbrown1158
Mar 4, 2025
Trump is SCUM
Trump is SCUM
Direct moral condemnation of a political figure using strong language to express ethical disapproval.
Moral Argument
0.75
@Jimmy-z8j3u
Mar 4, 2025
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
Mar 4, 2025
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
Expresses moral disapproval of Trump's foreign policy shift, framing it as a betrayal of alliance relationships.
@Butterflies-are-free
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, 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
Every action he takes makes me vomit media laps his bs up
Every action he takes makes me vomit media laps his bs up
Expresses strong disapproval of political leadership's actions and media coverage, framing it as ethically wrong.
@scarfemark
Mar 4, 2025
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
Counters racist claims by citing comparative evidence of Nigerian achievement, appealing to fairness and challenging racial stereotypes.
delanomclaurin4125
Mar 3, 2026
When you choose felony as a leader that’s what happens
When you choose felony as a leader that’s what happens
Moral critique of Trump's criminal record as disqualifying for leadership; frames character as central issue.
@jessysaini883
Mar 4, 2025
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out …
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out there.
Appeals to fairness and reciprocity—arguing that if Indians don't want overpopulation in their country, other nations shouldn't either.
benhurekka8686
Feb 9, 2026
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up …
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up every time, guaranteed.
An American commenter apologizes for US education failures and critiques fear-based political manipulation as ethically problematic.
@chrislane5677
Mar 4, 2025
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and …
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and taking the side of dictators and threatening Canada and other countries the same way that Putin did to Ukraine, and then wonder why relations have gone down hill so fast!!??
Appeals to ethical concerns about authoritarianism and threats to democratic allies, comparing Trump's tactics to Putin's aggression.
@christinasmith4072
Mar 4, 2025
Maga means alienating our friends and cozying up with Russia. As an American, I’m so embarrassed by our leadership. Canada needs to loosen their strict immigration laws. Millions of Americans want to get the fuck …
Maga means alienating our friends and cozying up with Russia. As an American, I’m so embarrassed by our leadership. Canada needs to loosen their strict immigration laws. Millions of Americans want to get the fuck out of here. We love our northern neighbors, but they will only consider the super-wealthy as candidates.
Commenter expresses moral disapproval of political leadership and appeals to shared values with Canada, while sharing personal desire to immigrate and critiquing Canadian immigration policy.
@markriffey8899
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)