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
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So …
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So does not matter what explanation you have to show how wrong they are, nothing works in sick twisted minds of nazis, they are fed with vile & hate , they don’t care if they look bad, of if they sink their own country with them.
Condemns Trump voters as morally corrupt ('nazis,' 'racism,' 'hate') while expressing alarm about the country's trajectory.
@pmm2806
Mar 4, 2025
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
Uses ironic humor to make a moral argument about fairness—contrasting immigrant generosity against historical colonization by white settlers.
Nakuldhullsingh
Oct 7, 2025
We need an adult president such as this ????
We need an adult president such as this ????
Appeals to leadership qualities and maturity as moral virtues, with implicit comparison to other leaders.
@patsimmons3123
Mar 4, 2025
Remember who he is! Lying, thieving, cheating, ass!
Remember who he is! Lying, thieving, cheating, ass!
Makes moral character judgments about Trump using ethical language (lying, cheating, thieving).
Moral Argument
0.75
@scottman7357
Mar 5, 2025
Donald trump thinks that he's running a Mafia at the white house I don't know how the hell he became He wants to put money in his pocket And wants to destroy America Which he …
Donald trump thinks that he's running a Mafia at the white house I don't know how the hell he became He wants to put money in his pocket And wants to destroy America Which he is not Which he is not making American gray But make making America weak America needs allies So allies Stand together Immunity and do not negotiate with America into Donald trump gets out of office God bless Allies allies Donald trump is the enemy in the white house
Criticizes Trump's character and leadership as corrupt and destructive, appealing to moral principles about proper governance and alliance.
@JoseGuzman-vj8yo
Mar 4, 2025
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
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
Quotes Kissinger to make a philosophical argument about the dangers of geopolitical alliances and international relations ethics.
Moral Argument
0.75
@Permisi234
Mar 4, 2025
this is the definition of COLONIZATION
this is the definition of COLONIZATION
Uses the loaded term 'colonization' to frame immigration as an ethical violation and injustice, appealing to moral principles.
rachelk8368
Oct 10, 2025
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Acknowledges racist comments while making a provocative moral argument about confronting white supremacy.
mohitaggarwal7583
Oct 9, 2025
A president with balls!
A president with balls!
Praises leadership qualities ('balls') as a moral/character judgment, though brief and somewhat vague.
Moral Argument
0.75
@adonisdelacruz4761
Mar 4, 2025
I cannot imagine i will agree with him but we have pull up our socks and work together as team
I cannot imagine i will agree with him but we have pull up our socks and work together as team
Appeals to collective responsibility and cooperation despite disagreement, framing unity as ethical imperative.
@mahijeetsingh143
Mar 4, 2025
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Makes a nuanced ethical argument about positivity, hospitality, and cultural differences, praising immigrant generosity while critiquing Canadian reserve.
Talidataluda
Oct 9, 2025
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Makes an accusation of treason and complicity against Trump and Republicans, framed as a moral judgment.
@liberty_and_justice67
Mar 4, 2025
This is what an adult sounds and leads like.
This is what an adult sounds and leads like.
Praises leadership qualities (maturity, responsibility) as moral/ethical standards, likely comparing to another leader.
Moral Argument
0.75
@iamdeborahltillman
Mar 4, 2025
Donald Trump. A nation's embarrassment. An international embarrassment.
Donald Trump. A nation's embarrassment. An international embarrassment.
Makes a value judgment about Trump as an embarrassment to the nation, appealing to standards of national dignity and leadership.
@tommysshih
Mar 4, 2025
All I see is a group of people who were friendly and nice to you, while you platformed low-lifes and junkies to denigrate them.
All I see is a group of people who were friendly and nice to you, while you platformed low-lifes and junkies to denigrate them.
Critiques the video's framing and editorial choices, arguing it unfairly represents a community by platforming negative examples.
ifeanyianene6770
Nov 2, 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
TRUMP is OUT OF CONTROL
TRUMP is OUT OF CONTROL
Brief moral condemnation of Trump's behavior framed as being 'out of control,' expressing disapproval of his actions.
Moral Argument
0.75
@Tiger-ip1me
Mar 4, 2025
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus …
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus people take it too seriously !
Appeals to fairness and consultation principles regarding Indigenous sovereignty, with ironic/satirical tone about Canadian governance.
RA6162
Oct 27, 2025
This is leadership.
This is leadership.
Brief affirmation of leadership quality, appealing to standards of good governance.
Moral Argument
0.75
@femiayanbadejo1497
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)