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
Fun fact Canada is ranked 3rd most racist country
Fun fact Canada is ranked 3rd most racist country
Invokes Canada's racism ranking as a counter-argument to anti-immigration sentiment, appealing to ethical principles.
Moral Argument
0.85
hoodricchkidd7048
Jan 28, 2026
Most places in Canada are not dominated by Indians. You just not picked a place and called it an invasion. Its evil and racist
Most places in Canada are not dominated by Indians. You just not picked a place and called it an invasion. Its evil and racist
Defends against racist framing by calling out the 'invasion' narrative as evil and racist, appealing to ethical principles while also asserting factual claims about demographic distribution.
tux5422
Feb 8, 2026
Hi frim Montreal trump saying canada is taking advantage of usa. Did he forget about the American hostages we saved in Iran, did he forget how canada stepped in during 911, tajing thousands of Americans …
Hi frim Montreal trump saying canada is taking advantage of usa. Did he forget about the American hostages we saved in Iran, did he forget how canada stepped in during 911, tajing thousands of Americans who could not land in usa but were rerouted to eastern canada, did he forget how canadians and americans fought side by side during several wars. In my opinion not only dod he forget, but he is an insulting human being not fit to be behind the oval office but instead be behind bars as the CRIMAL that he is. God bless America you are going to need it.
Commenter appeals to shared history and moral principles (Canada's humanitarian contributions) to argue Trump is unfit and insulting, while invoking Canadian-American solidarity.
@jimmysimeone9692
Mar 5, 2025
What's wrong with Trump? he is only creating chaos and harm in the world and in US. He is not capable of representing America! impeach him. For a lesser reason Bill Clinton was impeached! why …
What's wrong with Trump? he is only creating chaos and harm in the world and in US. He is not capable of representing America! impeach him. For a lesser reason Bill Clinton was impeached! why can' this loony go?
Commenter makes ethical arguments about Trump's unfitness and calls for impeachment, framed as a moral/justice issue.
@Fern19671
Mar 4, 2025
Trump is a bastard. A prick. A charlatan. A fool. Incompetent. Inept. And a traitor. He is not only an embarrassment to the American people, but to the human race.
Trump is a bastard. A prick. A charlatan. A fool. Incompetent. Inept. And a traitor. He is not only an embarrassment to the American people, but to the human race.
Uses moral condemnation and character attacks to argue Trump is unfit and shameful to humanity.
Moral Argument
0.85
@JimmyInSydney
Mar 4, 2025
I am so ashamed and infuriated by what is going on in America!! They are going to kill a large majority of our population, way more than fentanyl or criminals! There has to be something …
I am so ashamed and infuriated by what is going on in America!! They are going to kill a large majority of our population, way more than fentanyl or criminals! There has to be something we can do to get them out of our government!! \nAs an American, I would like to apologize for what our government is doing to the world! I voted AGAINST the ?? but I am sorry all the same!
Appeals to ethics and justice ('ashamed and infuriated'), expresses moral concern about government harm, and calls for action to remove officials.
@gritchic
Mar 4, 2025
No — people in sub-Saharan Africa do not have lower intelligence. That idea comes from outdated and discriminatory stereotypes that have been widely discredited.
No — people in sub-Saharan Africa do not have lower intelligence. That idea comes from outdated and discriminatory stereotypes that have been widely discredited.
Directly refutes racist pseudoscience about African intelligence, appealing to scientific consensus and ethical principles against discrimination.
abetterworld_diy
Jan 27, 2026
trump is a traitor to his own people.iam an american and did not vote for trump; those that did will start to feel trumps terrible decisions.
trump is a traitor to his own people.iam an american and did not vote for trump; those that did will start to feel trumps terrible decisions.
Commenter asserts personal identity as American voter and makes a moral judgment that Trump's decisions are harmful, framed as a cautionary statement about consequences.
@AlanSenzaki
Mar 4, 2025
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed …
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed our relations with European countries. All by him, the man who has been indicted in both criminal and civil law cases. We know that Canada shows honor in fighting back. If our spineless, cowardly republicans party would work for their constituents rather than for a criminal we would not be in This situation.
Comment appeals to democratic values and honor while contrasting Canada's principled stance against Trump's perceived corruption and harm.
@kimc8566
Mar 4, 2025
Canadian here … It is abhorrent that Donald Trump was voted into power, again. He should have lost his ability to be on the ballot. It’s outrageous and sickening what he’s been getting away with. …
Canadian here … It is abhorrent that Donald Trump was voted into power, again. He should have lost his ability to be on the ballot. It’s outrageous and sickening what he’s been getting away with. I love the USA and grieve at what is happening between our countries.
Appeals to ethics and fairness regarding Trump's eligibility while asserting Canadian identity and concern for US-Canada relations.
@cjfroese70
Mar 4, 2025
I love Canada. Trudeau is just doing what he has to do. I harbor no ill will for Canada or the tariffs they will impose on us. The Felon fucked up and tried to look …
I love Canada. Trudeau is just doing what he has to do. I harbor no ill will for Canada or the tariffs they will impose on us. The Felon fucked up and tried to look tough and Trudeau called him on it. Trump is a Russian asset and a traitor. The Republicans own this as well. We turned our back on our allies and now we have to stand alone. Russia will not help us. Trump needs to be impeached before our country is destroyed.
Expresses support for Canada and Trudeau based on ethical principles (loyalty to allies, opposing what commenter views as immoral behavior by Trump).
@KevinKaufhold
Mar 4, 2025
this is what indenture servitude looks like in modern times. you bring them subjects in, exploit them, and provide nothing in return to support these. they once again turned humans into slaves, ie commodities that …
this is what indenture servitude looks like in modern times. you bring them subjects in, exploit them, and provide nothing in return to support these. they once again turned humans into slaves, ie commodities that can be used to produce and consume. and all along they encourage these people to be proud of their new condition. this last remaining colonial dominion is ugly, vile, immoral, criminal, inhumane. hopefully the north american union soon occurs so to finally rid the continent of this evil corruption.
Frames Canadian immigration system as modern indentured servitude and exploitation, appealing to moral principles of human dignity and condemning the system as immoral and criminal.
logiczchance101
Nov 11, 2025
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Argues that historical European colonization makes current immigration complaints hypocritical and unjust, invoking moral principles about fairness and historical wrongs.
rachel23606
Feb 28, 2026
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Defends immigrants against dehumanizing narratives, arguing that characterizing them as invaders fuels unjustified hatred and misrepresents their motivations.
dunkelsteinen1747
Jan 29, 2026
Racism is so normalised now?
Racism is so normalised now?
Questions the normalization of racism as an ethical concern about societal values.
Moral Argument
0.85
zahanurhussainvlogs3808
Jan 29, 2026
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"!
It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise racism!
Seeing people praising the bike guy as "honest" is quite frankly very disturbing and sad!
Commenter appeals to ethics and fairness by condemning racism as institutionalized and disturbing, while critiquing how racist rhetoric is being reframed as honesty.
mickyyimerb
Jan 29, 2026
Mfs acting like they didnt colonize the natives
Mfs acting like they didnt colonize the natives
Invokes historical injustice (colonization) as a moral critique of current attitudes toward immigration.
Requis0-0
Jan 29, 2026
European Colonizers finally Complaining in Pain.. Karma catches up with all someday or the other...
European Colonizers finally Complaining in Pain.. Karma catches up with all someday or the other...
Commenter invokes historical colonization to argue that current Canadian complaints about immigration represent karmic justice, a moral framing of historical accountability.
siamims4841
Nov 2, 2025
I need to apologize to the world on behalf of all the non cult-led people here, for the evil in power holding us hostage here in America. I'm heartbroken to be American. I'm devastated the …
I need to apologize to the world on behalf of all the non cult-led people here, for the evil in power holding us hostage here in America. I'm heartbroken to be American. I'm devastated the WHOLE WORLD hates us now.
Commenter appeals to ethics and justice while expressing shame about US government actions and global perception, framing as moral failing.
@B0FF01
Mar 4, 2025
People of the USA. Time to wake the f**k up. How are your actions different from Russia?
People of the USA. Time to wake the f**k up. How are your actions different from Russia?
Calls for US citizens to recognize moral equivalence between their actions and Russia's, appealing to ethical awakening.
@EngineerDaddy
Mar 4, 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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