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
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. …
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. What a joke.
Im not interested in immigration stuff but I am happy this law passed since it gives some justice to these vile people.
Uses dehumanizing language ('degenerate thieves') to make a moral judgment about certain immigrants while discussing economic alternatives.
Wandrative
Nov 21, 2025
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Expresses moral disapproval of immigration policy using emotional language about shame and disgust.
Moral Argument
0.75
gl-pj1kf
Nov 21, 2025
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall …
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall in line that’s why we have peace, treaties, and peace talks, and the UN so they can see how the United States are willing partner that’s gonna help and do the right thing They look at us for that now we have a president doesn’t care and he wants to make sure everybody thinks that we think like that no, we don’t think like that please get it together before the most high come down and get it together for you if you don’t know what you’re doing because he trusted you with usthe American people?
Appeals to ethical principles of cooperation, fairness, and moral leadership while criticizing current leadership.
@WendyArnold-s9t
Mar 4, 2025
No body harm Canada and Canadian more than you
No body harm Canada and Canadian more than you
Accuses someone of harming Canada and Canadians, making an ethical judgment about responsibility and harm to the nation.
@salamshabo3968
Mar 4, 2025
I love our neighbors but why do you not want to treat us fairly?
I love our neighbors but why do you not want to treat us fairly?
Appeals to fairness and equitable treatment between neighbors, framed as a moral concern about how one nation treats another.
@tracysoule3266
Mar 4, 2025
This Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
This Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
Criticizes corruption and voter judgment as moral failures, with dismissive framing of opposing group.
@dee6816
Mar 4, 2025
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!? Did they assimilate with local natives or simply wiped them out? Looting India …
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!?
Did they assimilate with local natives or simply wiped them out? Looting India and many more places.
2. Blaming the politicians for inviting immigrants, well if death to birth ratio is unfavorable then solution is immigration to provide social welfare for a growing senior population.
Raises historical injustices (colonization, genocide of Native Canadians) as a moral counterargument to concerns about immigration, while comparing Canada's past to present demographic changes.
arifali6762
Feb 5, 2026
America is getting what it asked for ??
America is getting what it asked for ??
Implies moral judgment that America is experiencing consequences for its own actions, framed as a justice-based argument.
Moral Argument
0.75
@marvellbgry
Mar 4, 2025
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
Expresses disapproval of political situation and uses Canada as a positive alternative, implying ethical judgment.
@ladydianadavis2332
Mar 4, 2025
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
Invokes historical injustice against Native Americans to argue Canada has no moral standing to restrict immigration.
OmSrivastava-q5i
Feb 12, 2026
That 70iq remark is based on racism. Do a little research and you’ll see what I mean
That 70iq remark is based on racism. Do a little research and you’ll see what I mean
Calls out a racist claim as unethical and urges fact-checking, appealing to fairness and evidence-based reasoning.
MarioJimenez-r3n
Jan 27, 2026
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
Combines a historical moral argument about colonial theft with a dehumanizing false claim about intelligence, primarily framed as ethical critique.
Iyassu-k8d
Jan 27, 2026
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently published by the fbi. you got every type of coloured man hurting kids and women.
Commenter makes a moral argument about gender-based violence while citing FBI data, though the claim about 'every type of coloured man' appears to misrepresent or fabricate evidence.
thechosenone-g4v
Feb 7, 2026
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
Makes a moral judgment about presidential conduct and character standards.
Moral Argument
0.75
@davidwallace8388
Mar 4, 2025
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Condemns Trump's alignment with Putin as a betrayal of democratic values and characterizes him as a fascist threat.
@khealey2011
Mar 4, 2025
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Advocates for equal respect and support of diverse cultures and religions, appealing to principles of fairness and human dignity.
LifeinCanada-m3i
Nov 22, 2025
Trump already chosen a side, and it's not America.
Trump already chosen a side, and it's not America.
Ethical critique asserting Trump has betrayed American interests by choosing a different allegiance.
Moral Argument
0.75
@JuanNgtse
Mar 4, 2025
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
Expresses moral disapproval of Canada's actions as 'unnecessary' while asserting national identity through 'my country.'
@RandolphWashington
Mar 4, 2025
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are …
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are not knowing how a country work let alone a big country like USA.
The comment critiques Trump, Vance, and Musk's competence and fitness for office using moral/ethical language about understanding governance.
@shamsali9903
Mar 4, 2025
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)