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
The world knows Trump is an enemy of any other country and a laughing stock of the world, The EU are now assessing there military perches within the EU NOT USA ??
The world knows Trump is an enemy of any other country and a laughing stock of the world, The EU are now assessing there military perches within the EU NOT USA ??
Characterizes Trump as a threat to international relations and global standing, with comparative framing of EU military independence.
@blind1294
Mar 4, 2025
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
Challenges hypocrisy by demanding consistency between stated views and economic behavior, with implicit call to stop profiting from stereotyping.
PRAYERFORUUU
Jan 29, 2026
If I could only use 1 word to describe Trump that word would be POISON!?
If I could only use 1 word to describe Trump that word would be POISON!?
Uses a moral/ethical characterization (poison) to condemn Trump's character and actions.
Moral Argument
0.80
@fmdday
Mar 4, 2025
What a shame! Trump you are so reckless, because of you this world today is suffering.
What a shame! Trump you are so reckless, because of you this world today is suffering.
Appeals to ethical judgment, characterizing Trump as reckless and responsible for global suffering.
Moral Argument
0.80
@Mr.Yarserrott
Mar 4, 2025
He have not education and have no respect for anyone in the world
He have not education and have no respect for anyone in the world
Attacks a political figure's character and respect for others, making a moral judgment about their fitness for leadership.
Moral Argument
0.80
@germaniapena5774
Mar 4, 2025
This stinks. As an American, I hate that our administration is willing to throw innocent civilians under the bus as a bargaining tool. We all have to suffer through this inflation because our government couldn't …
This stinks. As an American, I hate that our administration is willing to throw innocent civilians under the bus as a bargaining tool. We all have to suffer through this inflation because our government couldn't figure out a better way to get what they wanted. Speaking of that, I'm not even sure what they want anymore. I don't get how this is supposed to help us. It just seems like a lose-lose. We have to stop this as soon as possible!
Appeals to ethics by condemning the use of 'innocent civilians as a bargaining tool' while criticizing government policy decisions.
@ARentz07
Mar 4, 2025
It's about greediness. Trump wants to take over everything.
It's about greediness. Trump wants to take over everything.
Commenter attributes Trump's actions to greed and self-interest, making a moral critique of his motivations and governance.
@speedygonza7274
Mar 4, 2025
That's a grown up taking vs that lunatic kid Trump
That's a grown up taking vs that lunatic kid Trump
Commenter contrasts Trudeau's maturity and leadership with Trump's character, making an implicit moral judgment about fitness for office.
@jonasbritto
Mar 4, 2025
Another true leader showing how sick, sad, and pathetic the Republican Party and American so-called 'conservatives' are. Tump is the worst president, maybe the worst national leader in modern history. Thank god other nations have …
Another true leader showing how sick, sad, and pathetic the Republican Party and American so-called 'conservatives' are. Tump is the worst president, maybe the worst national leader in modern history. Thank god other nations have not succumbed to the Putin loving sickness of the Republican Party.
Makes ethical judgments about Republican leadership and contrasts it favorably with other nations' values.
@8754sspy
Mar 4, 2025
Trump doesn't care if his tariffs hurt the American people.
Trump doesn't care if his tariffs hurt the American people.
Moral critique of Trump's disregard for harm to American citizens, appealing to ethical responsibility.
Moral Argument
0.80
@garyraphael4162
Mar 4, 2025
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Praises Trudeau's leadership qualities (strength, directness, honesty) as moral virtues in defending the country.
@jennylim1558
Mar 4, 2025
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it …
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it "as their country". And now with your deep hatred in your heart begging money from people like yourself.
Accuses the commenter of hypocrisy by invoking historical injustices against Indigenous peoples and European colonization.
iklima8173
Feb 27, 2026
The Sikh religious ethos is admirable, charity and and sharing drive their traditions and faith. People are still people, so your mileage may vary, but that's always true.
The Sikh religious ethos is admirable, charity and and sharing drive their traditions and faith. People are still people, so your mileage may vary, but that's always true.
Praises Sikh religious values (charity, sharing) as admirable while acknowledging individual variation, appealing to ethical principles.
goodday126
Jan 29, 2026
I still can't understand how acting arrogant against all your allies would make USA any good. This is stupidly wrong on so many levels. Nobody can remain strong in this world without allies and trust …
I still can't understand how acting arrogant against all your allies would make USA any good. This is stupidly wrong on so many levels. Nobody can remain strong in this world without allies and trust wordy partners. Not even USA.
Appeals to principles of diplomacy, trust, and international cooperation as moral imperatives against arrogant behavior.
@LyckaGaming
Mar 4, 2025
That is a great president thinking about his people not his self and rich friends you are an embarrassment to the American people
That is a great president thinking about his people not his self and rich friends you are an embarrassment to the American people
Moral judgment contrasting a leader who thinks of people versus self-interest, with criticism of Trump.
@victoriaprater1617
Mar 4, 2025
If you have to pay for friends they are not your friend common sense
If you have to pay for friends they are not your friend common sense
Applies a moral principle about authentic friendship to critique transactional relationships, using common-sense ethics.
Moral Argument
0.80
@myfamilyisthebest2931
Mar 4, 2025
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
Condemns the president's actions as cruel and unjust (moral judgment), with a metaphorical call for removal presented somewhat sarcastically.
@veganspace
Mar 4, 2025
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
Moral judgment of Trump's intelligence paired with pride in Canadian leadership's ethical stance.
@Hurdles_in_Life
Mar 4, 2025
Stand your ground’s Canada. ?? I respect your honesty and integrity in governing your country. US government should be ashamed
Stand your ground’s Canada. ?? I respect your honesty and integrity in governing your country. US government should be ashamed
Praise for Canada's integrity and governance compared to the US, appealing to ethical principles and national character.
@tavant4491
Mar 4, 2025
Why is it that when Trudeau stepped down he became a great leader? God damn it, Justin. We needed THIS version of you YEARS AGO. Regardless, I am so glad that JT has our back. …
Why is it that when Trudeau stepped down he became a great leader? God damn it, Justin. We needed THIS version of you YEARS AGO. Regardless, I am so glad that JT has our back. Fuck Trump.
Critique of Trudeau's past leadership with moral approval of his current stance, expressing support for his principled stand against Trump.
@Phowrath
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)