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
Mexico and Canada have to do what they have to do to protect their people and their countries. I wish I could say the same for our country!
Mexico and Canada have to do what they have to do to protect their people and their countries. I wish I could say the same for our country!
Appeals to the ethical duty of governments to protect their people, contrasting Canada/Mexico's actions with perceived failures elsewhere.
@rosieecheverria8808
Mar 4, 2025
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
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
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
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
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
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
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
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
I am deeply ashamed of what my country and its leader have done and will do. I pray that wisdom and empathy will enlighten our president.
I am deeply ashamed of what my country and its leader have done and will do. I pray that wisdom and empathy will enlighten our president.
Personal expression of shame about national leadership combined with moral appeal for wisdom and empathy.
@JimmyJam-cz7ey
Mar 4, 2025
Donald Trump isn't a smart guy. He is a treacherous traitor and needs to be impeached and then removed
Donald Trump isn't a smart guy. He is a treacherous traitor and needs to be impeached and then removed
Attacks Trump's character and calls for impeachment/removal, combining moral judgment with political action.
@michaelhinchey
Mar 4, 2025
This man is not a good man.
This man is not a good man.
Makes a moral judgment about a person's character without elaboration or evidence.
Moral Argument
0.79
@xjcrossx
Mar 5, 2025
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
Frames US actions as an unjust 'blunt attack' by a poor leader and calls for Canada to respond/counterattack, appealing to fairness and strength.
@azmanmdsalleh2978
Mar 4, 2025
Now the Canadians know how the Indigenous peoples felt. 𝓣𝓱𝓮 𝓦𝓸𝓻𝓵𝓭 𝓲𝓼 𝓗𝓸𝔀 𝓲𝓽 𝓲𝓼 𝓑𝓮𝓬𝓪𝓾𝓼𝓮 𝓽𝓱𝓲𝓼 𝓲𝓼 𝓽𝓱𝓮 𝓟𝓪𝓽𝓱 𝓸𝓯 𝓛𝓮𝓪𝓼𝓽 𝓡𝓮𝓼𝓲𝓼𝓽𝓪𝓷𝓬𝓮.
Now the Canadians know how the Indigenous peoples felt. 𝓣𝓱𝓮 𝓦𝓸𝓻𝓵𝓭 𝓲𝓼 𝓗𝓸𝔀 𝓲𝓽 𝓲𝓼 𝓑𝓮𝓬𝓪𝓾𝓼𝓮 𝓽𝓱𝓲𝓼 𝓲𝓼 𝓽𝓱𝓮 𝓟𝓪𝓽𝓱 𝓸𝓯 𝓛𝓮𝓪𝓼𝓽 𝓡𝓮𝓼𝓲𝓼𝓽𝓪𝓷𝓬𝓮.
Draws moral parallel between current immigration pressures and historical Indigenous displacement, framing it as karmic justice.
Mr-Logician
Feb 4, 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
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not …
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not at fault for anything that has happened in Ukraine. The debacle that went on in the Oval office on February 28th was not only disgusting, but it proved to me that the president is not willing to be a peaceful friend to anyone on a personal or global level. Today's tariffs only cements that proof. The framework is in place to make a strong case to ban USA from the Olympics and current future international sports events. I realize this would impact many good people, but a country hell bent on hating those fighting so hard for their freedom has no place on any playing field right now.
Commenter makes ethical arguments about international responsibility and proposes Olympic sanctions as consequence for perceived moral failures and geopolitical hostility.
@JB1982-o8s
Mar 4, 2025
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
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
Our soldiers who fought and lost their lives fighting the Nazi's, are rolling around in their graves
Our soldiers who fought and lost their lives fighting the Nazi's, are rolling around in their graves
Invokes sacrifice of soldiers to argue against current policies, appealing to historical duty and national honor as moral justification for opposition.
@dianeaalders2520
Mar 4, 2025
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Appeals to respect and cultural integration as moral principles, implying immigrants fail to meet these standards.
m.t9393
Sep 12, 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)