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
Trump is Disgusting
Trump is Disgusting
Brief moral condemnation of Trump using evaluative language without substantive argument.
Moral Argument
0.70
@tinateixeira7118
Mar 4, 2025
greatest country on earth? that's questionable!!!!
greatest country on earth? that's questionable!!!!
Questions Canada's claim to being the greatest country, implicitly critiquing national identity and values.
arjunpardva
Jan 28, 2026
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for …
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for the first time. I don’t live in the US but in Canada at the moment, not Canadian either, but I’m very objective in my perception about these occurrences. I hope America makes peace with Canada so strengthen both sides, hmmm.
Presents personal perspective on trade conflict, appeals to ethics of alliance-building and mutual benefit, while positioning self as objective observer.
@Expensive-op6pn
Mar 4, 2025
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
Calls out perceived racism while making identity-based assertions about where people should build homes.
khananwar5014
Sep 15, 2025
The person on the bike was racist.
The person on the bike was racist.
Makes a moral judgment about someone's character (racism) without elaboration or context.
Moral Argument
0.70
AnushaSelvam-i2n
Jan 29, 2026
what you have done in Afghanistan, Iran, Libya, Palestine is what ? Actually, you are the biggest liar in world.
what you have done in Afghanistan, Iran, Libya, Palestine is what ? Actually, you are the biggest liar in world.
Accusation of hypocrisy and moral wrongdoing regarding foreign policy interventions, comparing speaker's actions to others.
@prashantagiri5091
Mar 4, 2025
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Makes a moral judgment about Trump and his supporters, suggesting they are beyond help or reason.
Moral Argument
0.70
@ZamirHasko
Mar 4, 2025
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Comment challenges a perceived double standard by pointing out that crime exists across communities, making an argument about fairness and representation.
madi7740
Jan 28, 2026
Narcissists destroy everything in their path. Ttump is a perfect example of this type of person.
Narcissists destroy everything in their path. Ttump is a perfect example of this type of person.
Makes psychological/moral judgment about Trump's character as narcissistic and destructive.
@SHIRLEYGiffordCashmanMS
Mar 4, 2025
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
Appeals to fairness and historical justice by countering perceived racism with a comparative moral argument about Western destructiveness.
donavan4387
Feb 5, 2026
Trump loves going to war with our friends and kissing up to our dictator enemies… Because in truth, the orange lunatic wants to be a dictator. It’s his goal in life.
Trump loves going to war with our friends and kissing up to our dictator enemies… Because in truth, the orange lunatic wants to be a dictator. It’s his goal in life.
Makes a moral critique of Trump's character and alleged authoritarian ambitions, framing him as a threat to democratic values.
@JiminPalmSprings
Mar 4, 2025
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
Argues that detained travelers bear responsibility for their own detention, invoking a moral principle of personal accountability.
Moral Argument
0.70
krism1815
Dec 8, 2025
Trump is always in search of loyalty for him, but he is not loyal to anyone... Well, with Russia, yes.
Trump is always in search of loyalty for him, but he is not loyal to anyone... Well, with Russia, yes.
Critiques Trump's character (disloyalty) with an unsubstantiated insinuation about Russia, blending moral judgment with conspiracy framing.
@LuisFas-ke4tm
Mar 4, 2025
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
Makes unsubstantiated claims about Trump's criminal/sexual history while framing as moral critique of American racism.
@Towman-TL
Mar 4, 2025
Don the Convicted Psychopath is following his boss, Putin’s orders.
Don the Convicted Psychopath is following his boss, Putin’s orders.
Makes a character attack on Trump as a 'psychopath' following Putin's orders; combines moral condemnation with unsubstantiated claims.
@wendycanuck1019
Mar 4, 2025
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to …
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to the tree the tree will say I can't help you even I am in the same boat like you I think this is what the Bible meant no place to run because India overpopulated their own country they have no place to run so they will populate the entire world that's exactly what the Bible meant button parables me I'm just going to pray to die quickly because it's better in heaven it's corrupted on Earth what are we living for to put up with all this bullshit. Pull the Bible out people. And see that Jesus speaks of these same thing.
Uses religious/biblical framing to argue about overpopulation and moral corruption, blending spiritual ethics with demographic anxiety.
hildaramroop9611
Aug 25, 2025
A person who can communicate clearly has a clear mind.
A person who can communicate clearly has a clear mind.
Makes a general ethical/philosophical claim about communication and mental clarity as a virtue.
Moral Argument
0.70
@jlcdrivewayramps7343
Mar 4, 2025
THE DOWNFALL OF US is PRIDE
THE DOWNFALL OF US is PRIDE
Makes a moral/ethical claim that pride is the cause of national decline, appealing to values-based reasoning.
Moral Argument
0.70
@eutttt4771
Mar 4, 2025
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Criticizes Trump's strategy of keeping people desperate for control, comparing him to Kim Jong Un; combines moral critique with fear-based framing.
@tammysharp65
Mar 4, 2025
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
Critiques religious/cultural claims by pointing out the contradiction between stated Hindu principles and the caste system, appealing to fairness and accuracy.
sonilsahota7020
Dec 6, 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)