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 knows this is wrong but it’s more about his presidential legacy. He wants to be a president talked about in history books for centuries like George Washington or Abraham Lincoln and with ALL of …
Trump knows this is wrong but it’s more about his presidential legacy. He wants to be a president talked about in history books for centuries like George Washington or Abraham Lincoln and with ALL of his controversial antics….I’m sad to say it…he will?
Critiques Trump's motives as morally problematic (legacy-seeking over principle) while comparing him to historical figures.
@ron1352
Mar 4, 2025
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Uses historical analogy to critique the pattern of blaming immigrants during economic downturns as an old, unjust practice.
ovrskr
Nov 24, 2025
Put a criminal into position of president what did you think would happen.
Put a criminal into position of president what did you think would happen.
Makes an ethical judgment about criminal conduct in political office, appealing to standards of integrity and fitness for leadership.
Moral Argument
0.75
@mlee6136
Mar 4, 2025
Trump is so stupid and evil. This doesnt help ANYONE.
Trump is so stupid and evil. This doesnt help ANYONE.
Makes moral judgments about Trump's character (stupid, evil) and appeals to harm principle ('doesn't help ANYONE').
Moral Argument
0.75
@Zenpauly
Mar 4, 2025
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Frames migration as a human right and moral imperative while comparing Western colonial history to current immigration debates, with conspiracy-adjacent claims mixed in.
Fakenewsdismantler
Aug 24, 2025
It's never about WOKE. \nIt's never about Ukraine. \nIt's never about Antisemitism. \nIt's never about boarder protection. \nIt's only EVER about a tiny FRACTION of people with ALL the power knows as: \nBillionaires. \nThis is …
It's never about WOKE.
\nIt's never about Ukraine.
\nIt's never about Antisemitism.
\nIt's never about boarder protection.
\nIt's only EVER about a tiny FRACTION of people with ALL the power knows as:
\nBillionaires.
\nThis is ALWAYS the why.
Presents a moral/systemic critique attributing immigration issues to billionaire power while making unverified claims about hidden motivations.
@alazarealazare
Mar 4, 2025
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Moral judgment about voter choice and consequences, with comparative framing between nations.
@mediabem247
Mar 4, 2025
A tragedy? Excuse me??? Gtfo
A tragedy? Excuse me??? Gtfo
Rejects characterization of immigration situation as tragic, implying disagreement with the moral framing presented.
Moral Argument
0.75
a.b.2850
Nov 22, 2025
Trump has made the US an economic terrorist!
Trump has made the US an economic terrorist!
Moral condemnation of US economic policy using charged language about threat and harm.
@timsecord8207
Mar 4, 2025
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Critiques scientific racism and makes a moral judgment about blaming immigrants, while also asserting class-based identity distinctions.
Gangai263
Jan 28, 2026
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Argues that immigrants are denied freedom and rights despite contributing taxes, framing this as an injustice and broken social contract.
NarinaLove
Dec 5, 2025
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Appeals to fairness and hypocrisy by contrasting treatment of Palestinians with silence on other issues.
Moral Argument
0.75
@sugathestruggleisreal4603
Mar 4, 2025
What a shame for America that has president Trump
What a shame for America that has president Trump
American expresses shame about Trump presidency, implying moral judgment about national leadership.
@alirezaAZ8852
Mar 4, 2025
If You elect bully ,world will start going against you sooner or later
If You elect bully ,world will start going against you sooner or later
Warns that electing a 'bully' will result in international isolation, framing it as a moral/ethical consequence.
@muhammadsheheryar218
Mar 4, 2025
T is a traitor
T is a traitor
Makes a moral judgment ('traitor') that appeals to concepts of loyalty and betrayal, framing political opposition in ethical terms.
@stephanfrion2805
Mar 4, 2025
Trump wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Trump wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Appeals to moral judgment about Trump supporters, urging them to 'wake up' to perceived dishonesty.
@DAladeda
Mar 4, 2025
Well, all Liberal voters deserve to be homeless and unemployed.
Well, all Liberal voters deserve to be homeless and unemployed.
Makes a harsh moral judgment wishing harm on a political group, framed as retributive justice.
Moral Argument
0.75
ToonieCollector
Jun 20, 2025
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the …
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the mass movement of money and capital away from working people and into the pockets of the global elite.\nLet the money grab begin!
Appeals to fairness and justice while warning against wealth concentration, with personal identity assertion about dual heritage.
@cyan1616
Mar 4, 2025
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
Makes character judgments about intelligence and competence without specific policy critique or evidence.
Moral Argument
0.75
@000louisa1
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)