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
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so …
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so all of these crazy Dump supporters learn he is unfit for presidency.
Commenter appeals to moral judgment (calling Trump a 'dictator' and 'unfit') while urging Canadians to resist, framed as a matter of principle despite economic cost.
@marymoe712
Mar 4, 2025
This is the mindsets of western county's what's they thinking about none white people's they are treat them like a animals
This is the mindsets of western county's what's they thinking about none white people's they are treat them like a animals
Appeals to fairness and human dignity while critiquing Western countries' dehumanizing treatment of non-white people.
gajendersing7600
Feb 17, 2026
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner", He was sleeping in the back of the car. They had broken down near by and …
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner",
He was sleeping in the back of the car. They had broken down near by and were asking for help, he saw they were native and just got indignant, entitled and privileged. He saw , he knew ..stolen land, what3ver!! Those WhoSay that don't even know a first Nations person.
I stand by our immigration rules❤. You break our laws, you face the consequences ❤.
Deport them ❤.
Invokes stolen land and indigenous justice issues to argue for strict immigration enforcement and deportation as moral consequence.
J.HayleyHighway
Feb 18, 2026
It is a joke that Canadian condemn ICE in usa.
It is a joke that Canadian condemn ICE in usa.
Critiques Canadian hypocrisy by comparing Canada's stance on ICE to its own immigration enforcement practices.
fgmeja8mso
Feb 18, 2026
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
Combines criticism of an individual's behavior with a broader ethical argument about human migration as natural and inevitable change.
kitt7477
Jan 27, 2026
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are …
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are all going along with him how could America stand there and let a dictator destroy the country we are living in the last days all we can do his pray sad??
Appeals to ethical principles about standing up to authoritarianism and calls for prayer and resistance against perceived tyranny.
@paulinebowen4681
Mar 4, 2025
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT …
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT SITUATIONS. Getting back in to being buddy buddy again with THE WORLDS BIGGEST CRIMINAL AND DICTATOR PUTIN, IS GOING TO BE A BIG ISSUE for Americans. Many have innocent children and civilians have been MURDERED in Ukraine by Putin. Even as we tried several times to talk peace though Putin has proven that he wants NOTHING TO DO WITH A CEASEFIRE AND PEACE!!! TRUMP SHOULD BE IN PRISON LIKE THE CRIMINAL THAT HE IS!!!!
Personal identity disclosure (Ukrainian-American) combined with strong moral condemnation of Trump/Musk/Vance as criminals and implicit call for Trump's imprisonment.
@VICTORIOUS-Ukraine
Mar 4, 2025
USA its a traitor of the Free World.
USA its a traitor of the Free World.
Makes a moral judgment about the USA's international conduct, characterizing it as betrayal of shared values.
@iberiano-ls2rv
Mar 4, 2025
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
Questions the legitimacy of government authority through a rhetorical appeal to civic duty and national interest.
rf7869
Feb 17, 2026
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Appeals to ethical judgment by characterizing the Premier as divisive and harmful during a national crisis.
Moral Argument
0.75
@duncanmatheson189
Feb 20, 2026
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
Defends Canada against accusations of anti-Americanism by reframing opposition as anti-Trump, a moral distinction.
@bookworm1946
Mar 4, 2025
The guy who said he hate Africans. I question his IQ.
The guy who said he hate Africans. I question his IQ.
Criticizes someone's statement about hating Africans as morally wrong, questioning their intelligence as a form of ethical judgment.
MaishPixelDomain
Jan 27, 2026
betrayal never comes from your enemies
betrayal never comes from your enemies
Philosophical statement about betrayal and trust, implying moral judgment about political leadership and loyalty.
Moral Argument
0.75
@AlexanderKreuzhuber-f9b
Mar 4, 2025
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
True americans work together to sentence the sob that, without ever bringing evidence, slandered the 2020 election at risk of sending America into civil war. That was terrorism and he deserves life in prison.
Appeals to justice and rule of law, calling for accountability for alleged election interference and terrorism.
@asdf-bm4df
Mar 4, 2025
All we want is fairness and president Trump is for America.
All we want is fairness and president Trump is for America.
Appeals to fairness as a principle while asserting national interest prioritization.
@makahanp
Mar 4, 2025
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
The comment appeals to ethical principles of human dignity and rejects deportation rhetoric with a moral stance against labeling people as 'illegal.'
NN-gy7xl
Feb 18, 2026
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Expresses approval of a politician's stance using positive moral language ('common sense'), implying endorsement of their policy position.
@shokmail3875
Feb 23, 2026
لا إله إلا الله تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴 من حلب الشام 💚💚 هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا …
لا إله إلا الله
تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴
من حلب الشام 💚💚
هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل
وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا محتلين، حليتم محل السكان الاصليين بعد قتلهم
سحقًا يصنفون الناس على مزاجهم و كأنهم أهلٌ لذلك ذاك ذكي وذاك غبي ذاك اسود و ذاك أبيض ذاك نظيف و ذاك قذر
وهم آخر من يتكلم
السلام على المسلمين
Arabic-language comment critiquing intelligence-based classification as unjust, appealing to fairness and questioning the moral basis of categorizing people by race or origin.
uuu9999-j8d
Feb 23, 2026
Trump destroys things..\nPeriod.
Trump destroys things..\nPeriod.
Makes a sweeping moral judgment that Trump 'destroys things,' framing him as fundamentally destructive.
Moral Argument
0.75
@tamhiker1
Mar 4, 2025
Trump wants to destroy USA, he is the real enemy from within ???
Trump wants to destroy USA, he is the real enemy from within ???
Frames Trump as an internal threat to the USA and makes a moral judgment about his destructive nature.
@loydamedina235
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)