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
It wil be a “Golden Age” not for the vast numbers of working families in the U.S., but for D.J. Trump. There is no limit to his greed and toxic desire for domination over other …
It wil be a “Golden Age” not for the vast numbers of working families in the U.S., but for D.J. Trump. There is no limit to his greed and toxic desire for domination over other people
Critiques Trump's character and motivations through ethical framing, arguing his policies benefit only himself rather than working families.
@lanafeldman2553
Mar 4, 2025
why hate on your neighbor and your closest ally. dang. Mr. Trump is losing his mind all over again. U.S and Canada should be working together.
why hate on your neighbor and your closest ally. dang. Mr. Trump is losing his mind all over again. U.S and Canada should be working together.
Appeals to fairness and neighborly relations between countries, criticizing hostility as ethically wrong.
@kaytiimanmir4106
Mar 4, 2025
Thank you to everyone supporting the USA. It is disrespectful, horrific and down right scaryhow this administration is acting.
Thank you to everyone supporting the USA. It is disrespectful, horrific and down right scaryhow this administration is acting.
Appeals to ethics and human decency while condemning the Trump administration's actions as disrespectful and scary.
@shannonhess7640
Mar 4, 2025
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir,
You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic.
When it comes to protecting what they love they will be first one on line of defence, Mark my word.
We Respect every Countries constitution, and we are hard workers that's why we prosper.
Law and Love that's what country's build on.
Have a great day.
Defends immigrant patriotism and work ethic on ethical grounds, asserting that cultural tradition is compatible with national loyalty.
nikenell9777
Sep 21, 2025
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities. Don't blame immigrants, they …
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities.
Don't blame immigrants, they are not the problem. The problem is our convienience-based, modern lifestyle, fueled by relentless social engineering of corporations and politicians.
Defends immigrants on ethical grounds while critiquing Western consumer culture and corporate/political influence as the real problem.
yyy-ul3sb
Jan 28, 2026
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't …
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't mean every indians are like that ,a lot of them came illegally. deport such people instead of generalizing an entire community. After all this, canandians elected the same government into power that made this mess in the first place just because they hate trump
Defends a community against generalization on fairness grounds while critiquing both illegal immigration and voter behavior.
gincegeorge1047
Jan 27, 2026
As a republican politician, I would feel deeply ashamed to serve a dimwit like DJT.
As a republican politician, I would feel deeply ashamed to serve a dimwit like DJT.
Appeals to professional ethics and shame as a Republican, criticizing Trump's fitness for office.
@stephanleo
Mar 4, 2025
NOBODY IS ILLEGAL ON THE STOLEN LAND😚😚
NOBODY IS ILLEGAL ON THE STOLEN LAND😚😚
The comment invokes a moral/political argument about Indigenous land rights and challenges the concept of illegality on stolen land.
Ayushkumartiwari0007
Feb 10, 2026
Have respect for leaders
Have respect for leaders
Appeals to ethical principle of respecting political leaders, framing respect as a moral obligation.
Moral Argument
0.82
@mavismohotoo4784
Mar 4, 2025
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
Uses historical comparison to First Nations to make an ethical argument about the hypocrisy of opposing immigration.
videosandphotoslide7866
Sep 27, 2025
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
Critiques Canadian racism as hypocritical, contrasting the stereotype of Canadian niceness with observed racist behavior.
prime_pride
Jan 27, 2026
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, …
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, simple human decency, our core institutions, our people. The best of what we have ever been or hoped to be as a nation has been jettisoned to privilege the worst, including the South African billionaire who is currently dismantling Social Security, and the Russian tyrant who has hungered for years to kill NATO and the Western alliance, an outcome the Republicans are now handing him on a silver platter.
Appeals to constitutional values, human decency, and institutional integrity while expressing concern about geopolitical threats and betrayal.
@ma4450
Mar 4, 2025
You invited them over when you needed to populate your country and when you needed labor and specialists
You invited them over when you needed to populate your country and when you needed labor and specialists
Makes a fairness-based argument about Canada's historical recruitment of immigrants, implying hypocrisy in current rejection.
malishan1986
Jan 28, 2026
.....zu Trumps erster Amtszeit dachte ich, es wäre ein Joke, dass er wirklich zum Präsidenten von Amerika gewählt wurde. Ich konnte es gar nicht fassen, was da geschah. Jetzt eine Neuauflage - wieviele Idioten kann …
.....zu Trumps erster Amtszeit dachte ich, es wäre ein Joke, dass er wirklich zum Präsidenten von Amerika gewählt wurde. Ich konnte es gar nicht fassen, was da geschah. Jetzt eine Neuauflage - wieviele Idioten kann es denn geben, die diesen Schwachsinn glauben und noch dazu Diktatoren lieben?? Ich bin dankbar, Ihre Intelligenz und Menschlichkeit zu sehen - prima Premier! ? alle guten Wünsche aus Deutschland
German commenter appeals to intelligence and humanity while comparing US and Canadian leadership, emphasizing ethical principles.
@silviasommer9295
Mar 4, 2025
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather than complain about it.
Appeals to fairness and constructive action, arguing for empathy and solutions rather than complaint about immigration issues.
allforoneandoneforall
Feb 18, 2026
Your mistake was that you stood with the US when US contributed to the genocide of innocent people.
Your mistake was that you stood with the US when US contributed to the genocide of innocent people.
Appeals to moral principles by criticizing Canada's alignment with the US on grounds of complicity in alleged genocide.
Moral Argument
0.82
@Pakh2n
Mar 4, 2025
Why can’t we have a real leader like this! Instead we have a belligerent egomaniac Russian asset as president. He shouldn’t have even had 10% of the vote. Y’al knew better but didn’t vote better …
Why can’t we have a real leader like this! Instead we have a belligerent egomaniac Russian asset as president. He shouldn’t have even had 10% of the vote. Y’al knew better but didn’t vote better because of many superficial reasons, among them, sexism and racism. Now all of us Americans are losing. I’d love to see the day when we as Americans can come together as ONE & stand up against people like Trump that are harming all Americans. United we stand. Divided, ALL of us fall. Some of y’al thought it wouldn’t impact you even if his policies impacted others (and not you) so you didn’t care and voted for public enemy #1 despite all the warnings given. Now here we are. I really truly hope that America has a whole will look at ourselves in the mirror at what we’ve allowed to be, and change our ways by coming together as one country that wants to see Americans do well and be good and be able to take care of their families, regardless of race or sex, or gender, immigration status or any of the superficial barriers.
Commenter appeals to ethical principles of unity, fairness, and collective responsibility while critiquing voting choices based on moral grounds.
@ForeverLuckyLika
Mar 4, 2025
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young …
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young men and women to fight so are you really supporting them or enabling the loss of ukrainian lives.
Questions the ethics and sincerity of military support policy, framing it as a moral issue about enabling loss of life rather than genuine support.
@Nomadcoms
Mar 4, 2025
Commie Donnie doesn't care about the American people. He only cares about enriching himself and his billionaire friends.
Commie Donnie doesn't care about the American people. He only cares about enriching himself and his billionaire friends.
Critique of Trump's character and priorities using moral language about self-enrichment and disregard for people.
@streighty
Mar 4, 2025
i am sorry it is none of there business on income bank accounts etc !!!
i am sorry it is none of there business on income bank accounts etc !!!
Expresses moral objection to government intrusion into private financial information, framing it as a privacy rights issue.
pbf64
Dec 9, 2025
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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)