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
Whites realizing how natives felt !!! Glad they got the taste of their medicine, although it’s not the same, whites invaded n looted and did gen0cide of both native Canadian n Indian, while hating on …
Whites realizing how natives felt !!! Glad they got the taste of their medicine, although it’s not the same, whites invaded n looted and did gen0cide of both native Canadian n Indian, while hating on Indians who are paying humongous sums to live in countries like Canada!! Big big difference!!! And yes it’s racism cuz you’re scared of the fact that someone more compatible is replacing you in wrk cuz of better skills, work ethics, and discipline!!
Invokes historical injustices (colonialism, genocide) as moral justification for current demographic changes, framing opposition to immigration as racist.
ns012k
Jan 27, 2026
And to think half of Americans voted for that POS. ???
And to think half of Americans voted for that POS. ???
Expresses moral disapproval of Trump and those who voted for him, using derogatory language to signal ethical judgment.
@ilovejesusandilovegod8803
Mar 5, 2025
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be …
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be too late to repair the damage.
Appeals to competence and leadership as ethical imperatives while comparing nations' responses.
@silviuvarzaru9664
Mar 4, 2025
How do you like these apples now . Ya'll voted for this.
How do you like these apples now . Ya'll voted for this.
Blames voters for consequences ('you voted for this'), implying moral accountability and responsibility for outcomes.
@sylviagarcia2837
Mar 4, 2025
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop …
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop it, why can't we remove him, the impending damage that is about to take place seems obvious. This is a democracy but what do you do if the person who was voted in isn't qualified and is hurting not only our people but people around the world? Can you recall a president? What would it take?
First-person account expressing ethical concerns about presidential fitness and democratic accountability, with rhetorical questions about removal mechanisms.
@archerandthemouse
Mar 4, 2025
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Critiques another commenter's statement as uneducated, appealing to fairness and reasoned discourse.
OriginauxHaircare
Feb 25, 2026
At least they are entering legally, what about the colonisation done by the europeans?
At least they are entering legally, what about the colonisation done by the europeans?
Counters immigration concerns by invoking historical injustice of European colonization as a moral comparison.
מילינד
Jan 27, 2026
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Commenter expresses moral discomfort with perceived racism and appeals to fairness across racial groups.
Warmaster13thcrusade
Jan 27, 2026
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Argues refugees should stay and fight for their own countries based on fairness and personal responsibility principles, with nationalist undertones.
joemalone3249
Dec 25, 2025
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
Expresses moral disapproval of actions toward 'his own country' and claims he is hated by his people.
@pr-ro8kl
Mar 4, 2025
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop …
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop doing this shit if we dont come to your country you guys are done look how many universities and colleges are being closed you guys are so stupid you wanna become us use our stuff but hate indians you guys need to learn the history or did guys skip the class go and search how many indian ceo's are out there of many big companies
Defends Indian immigrants against stereotyping and discrimination while making arguments about economic contribution and fairness.
MahiChauhan-x9c
Mar 3, 2026
Trump is forcing good people to act in ways they would not normally.
Trump is forcing good people to act in ways they would not normally.
Argues that Trump's actions are coercing people into immoral behavior, combining moral critique with concern about his influence.
@pspicer777
Mar 4, 2025
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is …
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is this stupid then we deserve everything that is coming to us. PS: Trudeau, it's way too nice to tell Trump he's a smart guy--he's evil, not at all intelligent. Can we please stop conflating scheming, bullying and manipulation with intelligence---any dumb ass can scheme, bully and manipulate (the prisons are full with this kind of human being), but you actually have to be intelligent to collaborate, listen and manage.
Makes ethical arguments about Trump's character (evil, manipulative) and appeals to values of collaboration and intelligence over scheming.
@nicolettabarolini
Mar 4, 2025
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
Critiques religious prejudice as wrong while asserting that immigrants must adopt host country values, mixing moral and identity arguments.
yurcrok
Jan 27, 2026
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock …
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock they even came to power. Now we all see the results of decades of Russian propaganda. Good job Russia... The only thing yall ever did right is propaganda :(
Defends America's reputation by distinguishing between the nation and its leaders, appealing to fairness and blaming external propaganda influence.
@187HeroMrSlick
Mar 4, 2025
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I …
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I do genuinely pity you.
Condemns the current administration on moral grounds, invoking justice and consequences for wrongdoing.
@capodo
Mar 4, 2025
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
Appeals to ethics and fairness by apologizing on behalf of government while distancing the speaker from government actions.
@shiz1246
Mar 4, 2025
Sir u have hurt your own people why would I ever believe you care about us?
Sir u have hurt your own people why would I ever believe you care about us?
Accusation that leadership has betrayed citizens, questioning trustworthiness on moral grounds.
@carmengonzalez1745
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)