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
Ts sh racist gng
Ts sh racist gng
Accusation of racism directed at the video or its subject matter, framing the issue in moral/ethical terms.
Moral Argument
0.85
ANONYMOUSsigmaa
Jan 28, 2026
I agree that this is crazy and I don't want Canada to become India, but that guy saying that Africans have a lower intelligence level is CRAZY behaviour.
I agree that this is crazy and I don't want Canada to become India, but that guy saying that Africans have a lower intelligence level is CRAZY behaviour.
Commenter expresses moral disapproval of racist claims about African intelligence while also asserting concern about Canada's demographic identity.
girlforgod345
Jan 27, 2026
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
Expresses moral judgment that Trump is 'awful' and calls for impeachment, framed as an ethical stance.
@catcrazed
Mar 4, 2025
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF …
TRUMP WANTS AMERICANS BEGGING IN THE STREETS. ANYONE WITH HALF A BRAIN KNOWS THAT TRUMP DOESN'T CARE ABOUT ANYONE EXCEPT HIMSELF PERIOD!\nHE IS AFTER ALL A LIAR, A CROOK, A CON ARTIST, BUT MOST OF ALL AN AMERICAN KILLER!!\nWE MUST ALL STAND FOR DEMOCRACY!!\nTRUMP DOESN'T UNDERSTAND THAT TRUE HARDWORKING TAX PAYING AMERICANS DON'T KILL OR WANT TO KILL OTHER AMERICANS PERIOD!! HE'S NEVER PAID TAXES!! \nI WANT TO MOVE TO CANADA WHERE THEIR PRESIDENT REALLY DOES CARE ABOUT HIS COUNTRY AND CANADIANS.
Strong ethical appeals about democracy, integrity, and care for citizens, with personal intention to relocate to Canada.
@jcan196
Mar 4, 2025
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine …
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine about how they wish all these wops would leave and go back to Italy? Of course not. But, because these specific immigrants are also a visual minority, the racism factor goes up ten fold. Immigration has helped Canada exponentially more than it has hurt it. Be better - this is clearly very racist and xenophobic content.
Appeals to fairness and justice by comparing treatment of Indian immigrants to Italian immigrants, explicitly calling out racism and xenophobia.
nicks.6341
Jan 28, 2026
The guy talking about african low intelligence is clearly not intelligent
The guy talking about african low intelligence is clearly not intelligent
Critiques someone's racist statement by questioning their intelligence, appealing to logical consistency and intellectual fairness.
Moral Argument
0.85
ogunjimiayodeji5281
Jan 27, 2026
I bet the First Nations felt much worse when not too long ago we were locking there children in residential schools and killing them.
I bet the First Nations felt much worse when not too long ago we were locking there children in residential schools and killing them.
Appeals to historical injustice against First Nations to contextualize current immigration concerns, arguing for moral perspective-taking.
Bitsy-b5j
Jan 27, 2026
I almost forgot what an actual leader sounds like. It's sad that so many of my fellow Americans let fear mongering and hate take root in their psychy to the point they thought a barely …
I almost forgot what an actual leader sounds like. It's sad that so many of my fellow Americans let fear mongering and hate take root in their psychy to the point they thought a barely literate megalomaniac was the best choice to lead the country. This is one of the rare being black in this country is a benefit. We're used to being overburdened and neglected, so it's nothing new to us. But, everyone else is in for a rough ride. Good luck.
Appeals to ethics and leadership values while critiquing fear-mongering and hate, with personal identity reflection on racial experience.
@velvetrope6561
Mar 4, 2025
Trump is trying to destroy America.
Trump is trying to destroy America.
Makes a moral judgment that Trump's actions are destructive, appealing to values of national welfare and responsible leadership.
Moral Argument
0.85
@terristenacious2279
Mar 4, 2025
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this …
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this fool. He will sell out the American people to Putin. As a Canadian thank you world for all the support. We all have a duty to fight evil. Donald is the devil in sheeps clothing.
Frames Trump as evil and appeals to duty to fight evil, with calls to protest and assertions of Canadian identity.
@tonyalves8823
Mar 4, 2025
This breaks my heart. I hate Trump
This breaks my heart. I hate Trump
Emotional expression of disapproval based on moral/ethical grounds regarding Trump.
Moral Argument
0.85
@carmengeorgeweddings3906
Mar 4, 2025
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and …
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and doesn’t care about anyone. He’s just going around with his selfish and greedy self trying to take advantage of everyone with his corrupt ways . Trump should be a janitor, not a president ?
Condemns Trump's character and actions as corrupt and selfish (moral judgment), with some nationalist framing about defending Canada against external pressure.
@MatthewForsythe-os7rj
Mar 4, 2025
Wow the racism is insane
Wow the racism is insane
Direct condemnation of racism as unethical, appealing to principles of fairness and human dignity.
Moral Argument
0.85
FreePS-x8n
Jan 28, 2026
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
Expresses moral shame and apology for actions taken by their nation, appealing to ethical responsibility and national identity.
@alexandraaltshuller9217
Mar 4, 2025
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Makes ethical accusations of treason and dictatorship, with an implicit call to remove Trump from office.
@johndon7384
Mar 4, 2025
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights …
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights and democracy. I can't believe that it can be possible.
Appeals to principles of human rights and democracy while criticizing a political figure's actions and character.
@fexshopkyiv
Mar 4, 2025
This is racist AF. No matter how you dress it up 🙄
This is racist AF. No matter how you dress it up 🙄
Appeals to ethics by labeling content as racist, making a moral judgment about the video's framing.
Moral Argument
0.85
MeloLunaPlays
Jan 28, 2026
Trump is a demented dumb dipstick.
Trump is a demented dumb dipstick.
Direct personal attack on Trump's character and competence without substantive policy critique.
Moral Argument
0.85
@trishturin4809
Mar 4, 2025
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Makes moral arguments about democracy and justice while critiquing Trump's foreign policy toward democratic allies.
@nikw.9710
Mar 4, 2025
Imagine once being the country that so many allies and neighbors sought refuge in—only to become this. Damn. I wish we had a leader who could articulate himself this well or actually cared about humanity. …
Imagine once being the country that so many allies and neighbors sought refuge in—only to become this. Damn. I wish we had a leader who could articulate himself this well or actually cared about humanity. Those of you who voted for this will soon see and feel the consequences of your actions. The truth is, Trump isn’t smart— and unfortunately, neither are most Americans.
Appeals to humanitarian values and criticizes leadership quality, with implicit call for accountability through voting consequences.
@realquitap
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)