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
I am so ashamed as an American and as a human being. I am so very sorry for all of this BS. And Americans are all going to be sorry because of what’s happening in …
I am so ashamed as an American and as a human being. I am so very sorry for all of this BS. And Americans are all going to be sorry because of what’s happening in Washington right now. We are all going to suffer. Canada, please keep doing everything you can to work with the UK and the EU and all allies to make the world work while the US sinks into a quagmire of squalor, no long the leader of the free world. ???
Appeals to ethical concerns about US political direction and expresses solidarity with Canada and international allies.
@TheMoJoMedium
Mar 4, 2025
What were Western empires doing in India? Nobody invited you.
What were Western empires doing in India? Nobody invited you.
Appeals to historical justice and hypocrisy by referencing Western imperial colonization, making an ethical argument about immigration rights.
elshad1996
Feb 18, 2026
So proud of the European countries for standing against the evils of Trump, Vance, Musk and Putin. Satans lot. Praying for you❤??????????????????❤
So proud of the European countries for standing against the evils of Trump, Vance, Musk and Putin. Satans lot. Praying for you❤??????????????????❤
Frames European resistance as moral stance against evil, using religious language and comparative positioning of countries.
@veenacriddle1207
Mar 4, 2025
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
Expresses moral judgment that Trump is 'awful' and calls for impeachment, framed as an ethical stance.
@catcrazed
Mar 4, 2025
He forgot to say the key thing to Trump: SHAME ON YOU. YOU'VE BROUGHT SAHEM TO THE UNITED STATES AND TAINTED THE IDENTITIES OF ALL THE AMERICAN COUNTRIES BY ASSOCIATION. SHAME SHAME SHAME.
He forgot to say the key thing to Trump: SHAME ON YOU. YOU'VE BROUGHT SAHEM TO THE UNITED STATES AND TAINTED THE IDENTITIES OF ALL THE AMERICAN COUNTRIES BY ASSOCIATION. SHAME SHAME SHAME.
Repeated moral condemnation ('SHAME') directed at Trump for allegedly damaging American identity and reputation.
Moral Argument
0.85
@RSEFX
Mar 4, 2025
Mr. Trudeau you did support Israel during this genocide and that is not forgivable! Wake up and reinstate international law and support a UN that prevents genocide!
Mr. Trudeau you did support Israel during this genocide and that is not forgivable! Wake up and reinstate international law and support a UN that prevents genocide!
Appeals to international law and genocide prevention as moral imperatives, with a call to reinstate legal frameworks.
@Antarctica2025
Mar 4, 2025
I almost forgot what an actual leader sounds like. It's sad that so many of my fellow Americans let fear mongering and hate take root in their psychy to the point they thought a barely …
I almost forgot what an actual leader sounds like. It's sad that so many of my fellow Americans let fear mongering and hate take root in their psychy to the point they thought a barely literate megalomaniac was the best choice to lead the country. This is one of the rare being black in this country is a benefit. We're used to being overburdened and neglected, so it's nothing new to us. But, everyone else is in for a rough ride. Good luck.
Appeals to ethics and leadership values while critiquing fear-mongering and hate, with personal identity reflection on racial experience.
@velvetrope6561
Mar 4, 2025
Temporary means just that go improve your own country
Temporary means just that go improve your own country
Appeals to fairness principle that temporary migrants should improve their home countries rather than immigrate, with implicit call to enforce this.
edwardh6438
Feb 11, 2026
Without Immigrants ( regardless of race) Canada would be a mess
Without Immigrants ( regardless of race) Canada would be a mess
Defense of immigrants on ethical grounds, arguing that Canada depends on immigration regardless of race.
daudakamara728
Feb 25, 2026
You should ask the first nations people how they feel about all these white Europeans coming over and taking all their jobs.... Oh wait you killed them all.
You should ask the first nations people how they feel about all these white Europeans coming over and taking all their jobs.... Oh wait you killed them all.
Appeals to historical injustice against Indigenous peoples to critique European immigration, framing it as morally inconsistent and hypocritical.
pd1596
Jan 27, 2026
If this were just about Trump then it would be easy to ignore. But of the 244m eligible US voters, 77m voted for Trump to appease Putin and sell out their friends; 88m couldn't be …
If this were just about Trump then it would be easy to ignore. But of the 244m eligible US voters, 77m voted for Trump to appease Putin and sell out their friends; 88m couldn't be bothered to vote at all. That's 165m US voters who don't care whether the US breaks its word, attacks its allies, and supports Putin. Or worse, actively support it.
Expresses moral concern about US voters' failure to uphold democratic values and international commitments, framed as a betrayal of allies.
@Alexand3ry
Mar 4, 2025
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire.
By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars.
I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do.
I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Critiques the video creator's editorial choices as biased and unethical, appealing to fairness and journalistic integrity while calling out selective framing.
alen7391
Jan 28, 2026
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s …
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s culture is mass shootings, Pedophilia and rape also (see how that doesn’t actually make sense) . And secondly Canada had more rapes per 100,000 than a lot of countries in Africa so I guess it’s Canadian culture too 🤷🏽♀️
Commenter uses logical counterargument to challenge stereotyping, appealing to fairness and the flawed reasoning of cultural generalizations.
Milsinmotion
Jan 27, 2026
I am an African and strange the way you despise us Africans. If we are low intelligence, Asians are high intelligence and will replace you
I am an African and strange the way you despise us Africans. If we are low intelligence, Asians are high intelligence and will replace you
Defends African dignity against alleged racist stereotypes while making a counter-argument about demographic replacement, grounded in ethical objection.
ShawnKingsly
Feb 26, 2026
As an African I don’t think there is any culture in the whole of Africa that condones, promotes or in any way allows rape.
As an African I don’t think there is any culture in the whole of Africa that condones, promotes or in any way allows rape.
Defends African cultures against stereotyping by asserting ethical principles and cultural values.
5H041
Jan 27, 2026
4:03 is really racist. Not all Indians are dirty.
4:03 is really racist. Not all Indians are dirty.
Calls out perceived racism in the video content as ethically wrong.
Moral Argument
0.85
Feiruz400
Jan 27, 2026
As a candian i feel that trump is Ta bigot, a tyrant and clearly significantly cognitively impaired. I feel for the American and Canadian people that this tyrannical dictator has and will impact. Ill be …
As a candian i feel that trump is Ta bigot, a tyrant and clearly significantly cognitively impaired. I feel for the American and Canadian people that this tyrannical dictator has and will impact. Ill be making sude to avoid purchasing from us companies wherever possible. His behavior is appalling. Absolutely disgusting and there is no justification. What a sorry excuse for a human being.
Frames Trump as morally reprehensible (bigot, tyrant, cognitively impaired) and calls for consumer action based on ethical opposition to his behavior.
@kenz7390
Mar 4, 2025
I am an American and I am so ashamed what this moron president is doing. It's despicable and disgusting.he will go st.to HELL.
I am an American and I am so ashamed what this moron president is doing. It's despicable and disgusting.he will go st.to HELL.
Uses strong moral language ('ashamed,' 'despicable,' 'disgusting') to condemn Trump's actions as ethically wrong.
Moral Argument
0.85
@marylouabenoja1528
Mar 4, 2025
Right On! rump is trying to take the US into a Russian ally. I support Canada's position! I have never been so ashamed of our government than today! Between genocide in Israel to repeating Russian …
Right On! rump is trying to take the US into a Russian ally. I support Canada's position! I have never been so ashamed of our government than today! Between genocide in Israel to repeating Russian talking points about Ukraine, this is the worst result of electing this enemy of the people of the United States.
Expresses shame and moral condemnation of US government actions, framed as betrayal of democratic values and allies.
@dennislyons3095
Mar 4, 2025
This is a unique opportunity for Canada to grow up from it's hateful racist past, and work toward a more inclusive future. This is beautiful.
This is a unique opportunity for Canada to grow up from it's hateful racist past, and work toward a more inclusive future. This is beautiful.
Appeals to ethical principles of inclusivity and redemption from historical racism as a moral imperative.
MMX-fh5tn
Feb 7, 2026
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)