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
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you …
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you won’t show that.
Accuses video creator of bias and unfair representation, appealing to fairness and balanced portrayal standards.
sarugaming1173
Jan 27, 2026
For the 1st time in my 75yrs of existence on this planet, I am thoroughly Ashamed to be an American....I am ashamed of those who voted for this wannabe dictator......because of their short sidedness, they …
For the 1st time in my 75yrs of existence on this planet, I am thoroughly Ashamed to be an American....I am ashamed of those who voted for this wannabe dictator......because of their short sidedness, they have elected a monster.....as for the politicians that enable him, they are spineless swamp creatures that need to be voted out of office and some sent to Guantanamo and charged with crimes against America
American expressing shame and moral outrage at Trump and his supporters, calling for removal of enabling politicians.
@reggie441950
Mar 4, 2025
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Critiques commenters' inability to distinguish racism from nationalism, appealing to ethical principles about bigotry and ignorance.
zacheryallen1432
Jan 27, 2026
I’m actually appalled at the racism in this video. People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? …
I’m actually appalled at the racism in this video.
People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? It’s not their country.
Immigrants are typically highly educated and pay Canada exorbitant amounts of money to move here and/or go to school here. They also take a loss because most of the time their university degrees are not recognized in this country. They swallow their pride and take jobs beneath them.
Immigrants bring value to this country. They’re extremely intelligent and hard working. In my 34 years living here not once have I seen ANY Indians or Africans in shelters or on the streets.
Appeals to fairness and justice principles, defending immigrants' right to seek better lives and highlighting their economic and social contributions to Canada.
nicholasgoodman9753
Jan 29, 2026
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
Commenter criticizes the video creator for racism, appealing to ethical standards of fairness and non-discrimination.
Moral Argument
0.87
skeptin
Feb 26, 2026
As well spoken and incredibly sensible this information is; Trump and his cabinet members are the most ignorant , stupid, arrogant, and dishonest people I have seen with the exception of Hitler and Putin..........America is …
As well spoken and incredibly sensible this information is; Trump and his cabinet members are the most ignorant , stupid, arrogant, and dishonest people I have seen with the exception of Hitler and Putin..........America is going to suffer for electing this degenerate
Condemns Trump's character and governance on moral grounds while expressing concern about America's future, combining ethical critique with anxiety about consequences.
@andremillon4306
Mar 4, 2025
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
Condemns racism against Indian immigrants as morally wrong and criticizes the video creator's framing as indicative of prejudice.
Scoobysballs
Jan 28, 2026
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine …
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine about how they wish all these wops would leave and go back to Italy? Of course not. But, because these specific immigrants are also a visual minority, the racism factor goes up ten fold. Immigration has helped Canada exponentially more than it has hurt it. Be better - this is clearly very racist and xenophobic content.
Appeals to fairness and justice by comparing treatment of Indian immigrants to Italian immigrants, explicitly calling out racism and xenophobia.
nicks.6341
Jan 28, 2026
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is ok. But this lady speaks the truth.
Appeals to ethical principles about cultural integration—immigrants should adopt rather than change host culture, framed as a fairness issue.
Moral Argument
0.85
cindycain3301
Aug 26, 2025
The guy talking about african low intelligence is clearly not intelligent
The guy talking about african low intelligence is clearly not intelligent
Critiques someone's racist statement by questioning their intelligence, appealing to logical consistency and intellectual fairness.
Moral Argument
0.85
ogunjimiayodeji5281
Jan 27, 2026
I bet the First Nations felt much worse when not too long ago we were locking there children in residential schools and killing them.
I bet the First Nations felt much worse when not too long ago we were locking there children in residential schools and killing them.
Appeals to historical injustice against First Nations to contextualize current immigration concerns, arguing for moral perspective-taking.
Bitsy-b5j
Jan 27, 2026
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Makes ethical accusations of treason and dictatorship, with an implicit call to remove Trump from office.
@johndon7384
Mar 4, 2025
Thank you, Mr. Prime Minister. You made many mistakes during your mandates but now, you defend your country as a real Statesman.\nThank you.
Thank you, Mr. Prime Minister. You made many mistakes during your mandates but now, you defend your country as a real Statesman.\nThank you.
Acknowledges past mistakes but praises the Prime Minister for defending the country with statesmanship, appealing to principles of leadership and duty.
@Perceval-x3e
Mar 4, 2025
You can bring your culture as long as it does not infringe on the country and the people
You can bring your culture as long as it does not infringe on the country and the people
Sets a conditional ethical principle about cultural integration—immigrants welcome if they respect the country and people.
Moral Argument
0.85
carolterrelonge3796
Aug 25, 2025
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
Argues against blaming immigrants on ethical grounds, redirecting responsibility to government policy instead.
trishmackay8364
Aug 25, 2025
The Narrative needs to be the truth: Jesus himself was a brown-skinned Arab refugee immigrant migrant, seeking asylum in a foreign land. Exodus 22:21 b*tches.
The Narrative needs to be the truth: Jesus himself was a brown-skinned Arab refugee immigrant migrant, seeking asylum in a foreign land.
Exodus 22:21 b*tches.
Uses religious/ethical framing (biblical reference) to argue for welcoming immigrants and refugees based on moral principles of compassion.
JFL.Productions
Aug 25, 2025
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape.
Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth.
Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Defends African immigrants against stereotypes and unverified claims, appealing to fairness and human dignity while critiquing the video creator's generalizations.
VictoriaKiki
Jan 27, 2026
In today’s world, this tension plays out across continents. Economic insecurity often fuels nationalist movements, which promise protection and identity but risk deepening divisions. At the same time, socialist ideas gain traction where people demand …
In today’s world, this tension plays out across continents. Economic insecurity often fuels nationalist movements, which promise protection and identity but risk deepening divisions. At the same time, socialist ideas gain traction where people demand fairness, inclusion, and solidarity beyond borders. The way societies manage migration and poverty will determine whether cooperation or exclusion becomes the dominant story of our time.
The comment appeals to fairness, solidarity, and ethical principles about how societies should manage migration, framed through comparison of nationalist versus inclusive approaches.
Stephan-z2q
Aug 25, 2025
RULE: NEVER TAKE THE POINT OF VIEW OF THE RACIST 🤔, ITS ALL GOOD UNTIL YOUR THE TARGET
RULE: NEVER TAKE THE POINT OF VIEW OF THE RACIST 🤔, ITS ALL GOOD UNTIL YOUR THE TARGET
Warns against adopting racist perspectives and appeals to empathy by noting how targeting feels when reversed.
bryanmcgee7522
Aug 25, 2025
That should be President Trump, sir. No matter who you are you should address him by his title as he should you . I don't care if you think you are best friends or not, …
That should be President Trump, sir. No matter who you are you should address him by his title as he should you . I don't care if you think you are best friends or not, that is not respectful nor appropriate.
The commenter appeals to principles of respect and propriety in how political leaders should address each other, regardless of personal feelings.
Moral Argument
0.85
@futabulousco.3881
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)