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
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
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
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
trump is our Nero, burning down our country.
trump is our Nero, burning down our country.
Uses historical metaphor (Nero) to make a moral judgment about Trump's destructive leadership.
@pitviper7924
Mar 4, 2025
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
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
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Uses comparative observation of homelessness and addiction to argue immigrants are more self-sufficient and community-oriented than white Canadians.
mikeoxlong5843
Oct 6, 2025
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
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
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
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
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
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
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
What’s more dumb than Trump are the people who put the maniac back in power
What’s more dumb than Trump are the people who put the maniac back in power
Makes a moral judgment about Trump and his supporters, criticizing their decision-making as foolish.
@Blastme23
Mar 4, 2025
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
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
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
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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)