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
Search & Filter
Moral Argument
2,863 comments
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
Accusation of racism and ignorance against another commenter, appealing to ethical principles about cultural/religious understanding.
luigigambino89
Feb 10, 2026
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Expresses moral outrage at Trump while calling for consumer action (buying Canadian) to resist tariffs and support allies.
@allip4226
Mar 4, 2025
SHAME ON USA
SHAME ON USA
Expresses moral disapproval of the USA's actions using shame-based language.
Moral Argument
0.75
@solarischronos4674
Mar 4, 2025
Facts aren’t racist!!
Facts aren’t racist!!
Asserts that factual claims about immigration are not inherently racist, defending the right to discuss data without moral condemnation.
Moral Argument
0.75
KenBoulter
Feb 27, 2026
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Philosophical commentary on the ethics and effectiveness of subtle versus explicit power dynamics.
Moral Argument
0.75
@M23LONDON
Mar 4, 2025
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Appeals to doing 'the right thing' as a moral principle while framing political opponents as biased.
@garykain4448
Mar 4, 2025
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!? Did they assimilate with local natives or simply wiped them out? Looting India …
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!?
Did they assimilate with local natives or simply wiped them out? Looting India and many more places.
2. Blaming the politicians for inviting immigrants, well if death to birth ratio is unfavorable then solution is immigration to provide social welfare for a growing senior population.
Raises historical injustices (colonization, genocide of Native Canadians) as a moral counterargument to concerns about immigration, while comparing Canada's past to present demographic changes.
arifali6762
Feb 5, 2026
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
Defends Canada against accusations of anti-Americanism by reframing opposition as anti-Trump, a moral distinction.
@bookworm1946
Mar 4, 2025
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Critiques American voters and Trump supporters as morally deficient while expressing hope for change, blending moral judgment with anxiety.
@kristineximeno6739
Mar 4, 2025
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Accuses someone of racist stereotyping (claiming low IQ of sub-Saharan people), critiquing discriminatory attitudes.
BekaluNegewo
Jan 28, 2026
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get …
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get back to the not perfect, however, loved DEMOCRACY we were and are.
American expresses solidarity with allies and appeals to democratic values while calling for impeachment action.
@maryellendurka5176
Mar 4, 2025
Trump= Hitler=Putin. Unite the world against the orange fascist threath
Trump= Hitler=Putin. Unite the world against the orange fascist threath
Uses extreme moral comparison (Trump as fascist/Hitler) to delegitimize and calls for global opposition, blending moral argument with mobilization.
@jorgeruizibanez2318
Mar 4, 2025
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
Invokes historical injustice against Native Americans to argue Canada has no moral standing to restrict immigration.
OmSrivastava-q5i
Feb 12, 2026
Trump is the worst thing to happen to america
Trump is the worst thing to happen to america
Expresses a value judgment about Trump as harmful, framed as a moral assessment rather than policy-specific critique.
Moral Argument
0.75
@cliffdweller4079
Mar 4, 2025
Here is a wise man who speaks with knowledge and truth. Proud of him and wish that our White House held a responsible, dedicated, and honest man who represents ALL Americans, not just his very …
Here is a wise man who speaks with knowledge and truth. Proud of him and wish that our White House held a responsible, dedicated, and honest man who represents ALL Americans, not just his very wealthy cronies
Praises the video subject for honesty and responsibility while criticizing current leadership for serving only the wealthy, appealing to fairness and ethical governance.
@susan1620
Mar 4, 2025
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
Americans should be ashamed of themselves.
Americans should be ashamed of themselves.
Appeals to shame and moral judgment of Americans, framing their actions as ethically wrong.
@bipolar2guy
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)