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 Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Appeals to historical injustice and hypocrisy, arguing Western criticism of immigration is morally inconsistent.
su_jit
Feb 9, 2026
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state …
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state treasury
Attacks Trump's character and integrity, arguing he is unfit and dishonest, grounded in ethical judgment rather than policy analysis.
@Lakoonia
Mar 4, 2025
How Narcissism of one Person can endanger and destroy a whole population.
How Narcissism of one Person can endanger and destroy a whole population.
Frames leadership as a moral/ethical issue affecting population welfare, with implicit identity framing about national danger.
@newport.
Mar 4, 2025
It’s more and more embarrassing everyday…
It’s more and more embarrassing everyday…
Expresses shame and embarrassment about the government's immigration actions, appealing to national dignity.
JoeTome-x5q
Feb 18, 2026
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity.
The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it.
If we don't change course soon, we're done. Rome is falling.
Appeals to philosophical concepts of belonging and social cohesion while making value judgments about cultural superiority and civilizational decline.
jondebeer6863
Feb 10, 2026
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
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel …
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel when the boss shows up. Quite a strange, weird concept of friendship.
Commenter critiques the concept of friendship as requiring submission, appealing to principles of equality and fair treatment between nations.
@alessandro.festuccia
Mar 4, 2025
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. …
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. If any nation is going to do what they say then work together as a world not a different solar system.
Appeals to principles of integrity and consistency between words and actions in international relations.
@kentuckysurvival
Mar 4, 2025
You just CAN'T bargin with the devil!
You just CAN'T bargin with the devil!
Moral judgment using metaphorical language about negotiating with an untrustworthy actor.
Moral Argument
0.75
@2326TOM
Mar 4, 2025
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its …
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its allies. Just know that tariffs are the least of your problems. The sentiment from across all American “former” allies is to completely boycott American goods and services. And that is not going away regardless of whether tariffs on either side are dropped. You want fascism, good for you. The rest of then sane west ain’t with you. Get rid of your pro Putin fascist Nazi saluting government, then we might be open for negotiations.
Strong moral condemnation of voters and government using ethical language (fascism, bigotry) combined with us-vs-them framing.
@Thelma7361
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
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
Mar 4, 2025
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
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're …
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're gentrifying.
Makes a moral argument about immigrant responsibility and community contribution while implying ethnic/cultural othering.
Altricksss
Sep 19, 2025
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Extended argument defending immigrants' character and work ethic while critiquing Canadian racism, grounded in personal experience and comparative analysis of quality of life.
Jappanb
Sep 20, 2025
European terrorists and colonizers took over the land and businesses of Indigenous Canadians. For years, they have enjoyed a life of leisure and luxury by selling the resources of this country. But now they are …
European terrorists and colonizers took over the land and businesses of Indigenous Canadians. For years, they have enjoyed a life of leisure and luxury by selling the resources of this country. But now they are unable to do so anymore, so they are targeting immigrants from other continents because they are jealous of their progress and cannot compete with their hard work and honesty. These European terrorist colonizers will never change.
Invokes historical injustice and moral hypocrisy, defending immigrants by reframing European settlers as colonizers and terrorists.
ranjandocumentary
Sep 20, 2025
People who against immigration, they don't know , if immigrants not came here , how you could get social welfare.
People who against immigration, they don't know , if immigrants not came here , how you could get social welfare.
Appeals to immigrants' economic contribution to social welfare systems as a moral argument for their acceptance.
Moral Argument
0.75
muhammadanwerhussain2113
Sep 19, 2025
this is because of sikhs being persecuted in India..
this is because of sikhs being persecuted in India..
Provides humanitarian justification for Sikh migration based on persecution in India, appealing to moral principles of refuge and safety.
Moral Argument
0.75
OpenSoceity
Sep 19, 2025
You guys open your country for everyone and now u complaining about it smh
You guys open your country for everyone and now u complaining about it smh
Accusatory tone suggesting hypocrisy in Canada's immigration policy—opening borders then complaining about consequences.
Moral Argument
0.75
donnadonna124
Mar 1, 2026
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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)