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
A country without protected borders is not a country at all.
A country without protected borders is not a country at all.
Makes a principled argument about national sovereignty and borders as a fundamental requirement of statehood.
senthilkrishnan1273
Jan 5, 2026
People thinking everything would be better if those 2.8 millions simply go away, the might be the same that believed 1.5% interest rates and homes at 250 k dollars would last forever, the same kind …
People thinking everything would be better if those 2.8 millions simply go away, the might be the same that believed 1.5% interest rates and homes at 250 k dollars would last forever, the same kind of people with only secondary school thinking the deserve 100k a year, 8 weeks vacations and a uniond that loves them.
ET finalement, des idiots qui vont assurer que c'est toujours les immigrants qui ne sont pas productifs et qui representent la source du probleme.
Defends immigrants against scapegoating, arguing that blaming immigrants for economic problems is unfair and reflects class prejudice rather than reality.
ratonautonomo8963
Jan 16, 2026
“All animals are equal, but some are more equal than others” Is the type of stuff I’m getting from this video
“All animals are equal, but some are more equal than others”
Is the type of stuff I’m getting from this video
Uses Orwell quote to critique the video's message as promoting inequality and hypocrisy in how different groups are treated.
tuskz1
Jan 27, 2026
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
Criticizes the video creator's remarks as ignorant and questions their credibility, appealing to fairness and respect.
gudbadtheatre
Jan 27, 2026
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place …
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place --> and turn it into the place they're escaping from.
Let's face it: politics is one of the problems, but you can't blame that fully for lack of civic sense?
Commenter raises ethical concerns about cultural integration and civic responsibility, questioning whether immigrants should replicate problematic practices from their origin countries.
DarkZeroHero
Jan 27, 2026
Complaining about Indians in Canada is next level dumbness when the county is like 90% white European colonisers that invaded the land. As a native, yeah, I prefer the Indians.
Complaining about Indians in Canada is next level dumbness when the county is like 90% white European colonisers that invaded the land. As a native, yeah, I prefer the Indians.
Invokes historical injustice of colonization to argue that complaints about Indian immigrants lack moral standing, using comparative framing.
Mosa2703-k8s
Jan 27, 2026
The irony of all these comments by people who are at most 3rd generation immigrants, let's be honest, if you aren't native American, you can just shut the f*ck up, hahahaha
The irony of all these comments by people who are at most 3rd generation immigrants,
let's be honest, if you aren't native American, you can just shut the f*ck up, hahahaha
Uses ironic humor to make a moral argument that non-Native immigrants lack standing to criticize other immigrant groups.
lfcbpro
Jan 27, 2026
Indians have been in Canada since since the early 19th century. These people act like the Indians just appeared over night
Indians have been in Canada since since the early 19th century. These people act like the Indians just appeared over night
Defends immigrants by noting their historical presence in Canada, appealing to fairness and historical context.
AMZ19252
Jan 27, 2026
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community.
The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants.
Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Defends immigrants by citing economic contributions and appealing to fairness, while criticizing the video's framing as biased.
kameshparashar
Jan 27, 2026
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed …
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed dummy
Commenter challenges racist IQ claims about Africans by pointing to counterevidence (Africans in leadership), appealing to fairness and factual accuracy.
thronet3372
Jan 27, 2026
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does …
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does your “greatest country” steal every other country resource ???
Accuses the creator of racism and makes ethical arguments about resource exploitation and fairness between nations.
dariuschamberlain7966
Jan 27, 2026
It’s always to help refugees… meanwhile we have seniors who are homeless
It’s always to help refugees… meanwhile we have seniors who are homeless
Appeals to fairness by contrasting refugee assistance with domestic homelessness, questioning resource allocation priorities.
Girthmasterflexing
Jan 11, 2026
Trying to escape fascism.
Trying to escape fascism.
Appeals to ethical principle of refuge from political oppression, framing immigration as morally justified escape from fascism.
saskwatch123
Jan 5, 2026
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , …
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , just respect the people's culture , religion and appreciate the rational space they actually provide . And for the countries with illegal immigrant problems , just send them back ??!! The government's corruption is also playing a major role . These goverment officials collect lumpsum amount of money from immigrants as bribe and letting them live there by the fact that it's easier for the government to earn by making the country worse than actually earning by making the country better .
Self-identified Indian commenter appeals to cultural respect and integration ethics while criticizing both immigrant behavior and government corruption.
Dwayne7
Jan 27, 2026
Don't refer to him as Donald, refer to him as a FCKN FELON!!!!!
Don't refer to him as Donald, refer to him as a FCKN FELON!!!!!
Makes a moral judgment about Trump's criminal status and advocates for specific language to describe him.
Moral Argument
0.80
@BobSertic-nd9te
Mar 4, 2025
I believe Trump is only concerned about making money at everyone's expense, he is a convicted felon that has no respect except for other dictators, Impeach NOW.
I believe Trump is only concerned about making money at everyone's expense, he is a convicted felon that has no respect except for other dictators, Impeach NOW.
Combines moral criticism of Trump's character and motives with a call to impeach, grounded in ethical concerns.
@davidanderson6712
Mar 4, 2025
The guy on the bike was pretty fucking racist!
The guy on the bike was pretty fucking racist!
Accuses someone of racist behavior, invoking ethical/moral judgment about conduct.
Moral Argument
0.80
wackyruss
Jan 27, 2026
While there are a few racist people in Canada, the majority of Canadians and the Canadian government have no room for such racist. You didn't pull it off today, you racist.Get out of here
While there are a few racist people in Canada, the majority of Canadians and the Canadian government have no room for such racist. You didn't pull it off today, you racist.Get out of here
Defends Canadian values of inclusivity and condemns racism as morally wrong.
EtCan7200
Jan 27, 2026
???????? here,If there’s one thing I learned in university as a political science graduate, and I did take a US government course was part of my degree. I thought that there were so many checks …
???????? here,If there’s one thing I learned in university as a political science graduate, and I did take a US government course was part of my degree. I thought that there were so many checks and balances on the president of the United States, but seeing his actions, I am very confused at how he is not being questioned for his mental stability and his actual ability to lead your country I mean to what degree is the definition of treason not applied I don’t understand how the president of the United States can now align himself with Russia and destroy allegiances with friends and allies This is not seen as treason?\nTo my American readers… just remember the United States knows no better friend than Canada….. so does any of this make sense? How is it that we are the enemy now and your president wants to support Russia is he a Russian operative? How are you not removing this guy from power where are all these checks and balances that you always bragged about through my entire life ?
Extended critique questioning Trump's fitness to lead and alignment with Russia, framed as constitutional/ethical concerns with rhetorical questions.
@jonmurphy2941
Mar 4, 2025
No room. If I have to follow the law crossing the border, so do they.
No room. If I have to follow the law crossing the border, so do they.
Appeals to fairness and equal rule of law, arguing immigrants should follow the same border rules as citizens.
robertgadziola1601
Jan 6, 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)