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
we never wanted whites on our land too in the past yk?
we never wanted whites on our land too in the past yk?
Appeals to historical fairness and reciprocal justice, arguing that current resistance to immigration mirrors past rejection of white settlers on Indigenous land.
Zestybroccoli-q2p
Nov 12, 2025
Please hurt us. My country deserves pain. The majority put this mess in place.
Please hurt us. My country deserves pain. The majority put this mess in place.
Appeals to national accountability and moral judgment, suggesting the country deserves consequences for electoral choices.
@pauls6897
Mar 4, 2025
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
Frames firm negotiation as the ethical response to authoritarian leaders, combining moral justification with implicit advocacy for confrontational strategy.
@b.v.2456
Mar 4, 2025
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Criticizes USA's moral conduct (acting disgusting, appeasing Putin) and trustworthiness, grounded in ethical judgment rather than specific claims.
@lion73266
Mar 4, 2025
If you look up the definition of fool in the dictionary there, you will find the photo of DJT. But to play to the Russians as he is makes him their useful fool. There will …
If you look up the definition of fool in the dictionary there, you will find the photo of DJT. But to play to the Russians as he is makes him their useful fool. There will absolutely be a war sooner or later because of this amazing treasonous stupidity. Not with Canada, but all of the nations are now interconnected and this will reverberate and people will die who would never need to.
Makes ethical accusations of treachery and foolishness while expressing fear of war consequences, blending moral judgment with threat perception.
@Eric-tz3nv
Mar 4, 2025
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Uses moral language ('traitors') to condemn political figures and calls for their arrest and deportation as punishment.
@FaerieFenergles
Mar 4, 2025
How can Trump do this knowing Canada and Mexico are the first two countries that help us with an emergency disaster!!!!!
How can Trump do this knowing Canada and Mexico are the first two countries that help us with an emergency disaster!!!!!
Appeal to reciprocity and gratitude based on past humanitarian aid, questioning fairness of tariff policy.
@elamaldonado708
Mar 5, 2025
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Defends Indian immigrants and Canada's multicultural policy, arguing against stereotyping and advocating for fair judgment of communities.
VoxelCodesxd
Feb 5, 2026
No one is stranger in a stolen land
No one is stranger in a stolen land
The comment makes a moral claim about indigenous land rights and belonging, asserting that no one is truly foreign on stolen land.
mylove-kv3kg
Feb 21, 2026
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
Defends Indians against stereotypes by comparing social problems across ethnic groups, appealing to fairness.
shubham7337
Jan 27, 2026
Dog whistles and gas lighting. We should demand better from our leaders. But honestly, as a population we don't really deserve that much better than this considering how ignorant the average citizen has become. Sorry, …
Dog whistles and gas lighting. We should demand better from our leaders. But honestly, as a population we don't really deserve that much better than this considering how ignorant the average citizen has become. Sorry, the average civilian. I see no examples of citizens anywhere around me
Criticizes political leaders for using dog whistles and gaslighting, appealing to standards of ethical leadership and civic responsibility.
@axleb.2528
Feb 20, 2026
The irony is that the people clowning the Indians for migrating aren’t even native in their own countries themselves 😂
The irony is that the people clowning the Indians for migrating aren’t even native in their own countries themselves 😂
Commenter uses ironic humor to critique the hypocrisy of non-native Canadians criticizing Indian immigration.
PsychoDanger
Jan 27, 2026
Paying failed "refugees" health care is akin to someone sneaking in the back door of a warehouse on payday and demanding a paycheque like he actually works there.
Paying failed "refugees" health care is akin to someone sneaking in the back door of a warehouse on payday and demanding a paycheque like he actually works there.
Uses an analogy to argue that providing healthcare to refugees is unjust, combining fairness critique with implicit threat framing.
sandytrimble5081
Feb 27, 2026
Why do white people always say our country it's not most of the lad is stolen why not ask the white people how it feels do be on stolen land
Why do white people always say our country it's not most of the lad is stolen why not ask the white people how it feels do be on stolen land
Challenges white ownership claims on moral grounds by invoking historical injustice and stolen Indigenous land.
spadeLLC-m2d
Jan 28, 2026
History includes many invasions, including your ancestors’ invasion of India. Perhaps that’s what some people mean when they talk about karma.
History includes many invasions, including your ancestors’ invasion of India. Perhaps that’s what some people mean when they talk about karma.
Counter-argument invoking historical justice and karma to challenge anti-immigration sentiment through ethical framing.
samsk77
Feb 22, 2026
Murderer? How many people died for USA to be established, Canada, Australia, Hawaii, Iraq, Afghanistan etc. I can go on and on. Let's be honest with ourselves
Murderer? How many people died for USA to be established, Canada, Australia, Hawaii, Iraq, Afghanistan etc. I can go on and on. Let's be honest with ourselves
Challenges the moral framing of 'murderer' by comparing historical violence across nations, appealing to consistency in ethical judgment.
@jeffechoe
Mar 4, 2025
The brass neck of wiping out an entire race and objecting others to come in the country? Lol
The brass neck of wiping out an entire race and objecting others to come in the country? Lol
Uses ironic critique to highlight historical hypocrisy of European colonization while objecting to immigration, with sarcastic tone.
echowithgekko
Jan 28, 2026
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Appeals to fairness and justice by drawing parallels to historical discrimination (no dogs/Indians signs) to argue current treatment is similarly racist.
SukhpalSingh-ez3ym
Jan 28, 2026
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Appeals to fairness and anti-racism principles, arguing that criticism of immigration is hypocritical and rooted in racial bias rather than legitimate concerns.
justvibing154
Jan 27, 2026
Trudeau did the right thing, here. As a result of Trump's casual threats against their Country, Canada will become more self-sufficient, moving forward. And they are likely backchanneling & fast-tracking the ability to become nuclear …
Trudeau did the right thing, here. As a result of Trump's casual threats against their Country, Canada will become more self-sufficient, moving forward. And they are likely backchanneling & fast-tracking the ability to become nuclear capable, as well. And I don't blame them one bit.
Defends Trudeau's actions as ethically justified response to threats, expressing support for Canadian self-sufficiency and sovereignty.
@JimAllder11
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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Discourse Quality (Perspective API)