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
WE ARE SICKENED AND DISGUSTED ? BY THIS TOO\nPM TRUEDEAU\n\nYOU AND ZELENSKYY ARE REAL LEADERS\nFOR THE GOOD OF THE WORLD ALLIES AND PEOPLE \n\nDEVASTATED WE HAVE DRUMPF RAPISTS CRIMINAL HITLER MURDERING SATAN ? DESTROYING THE …
WE ARE SICKENED AND DISGUSTED ? BY THIS TOO\nPM TRUEDEAU\n\nYOU AND ZELENSKYY ARE REAL LEADERS\nFOR THE GOOD OF THE WORLD ALLIES AND PEOPLE \n\nDEVASTATED WE HAVE DRUMPF RAPISTS CRIMINAL HITLER MURDERING SATAN ? DESTROYING THE WORLD WITH PUTIN
Uses strong moral language ('sickened,' 'disgusted') to condemn political figures and assert values of good leadership and world welfare.
@persianeyesxo
Mar 4, 2025
This is what Americans voted for out of pure racism.
This is what Americans voted for out of pure racism.
Attributes American voting behavior to racism (moral judgment) while implicitly comparing US and Canadian values.
@briancollins1089
Mar 4, 2025
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Appeals to Christian values and compassion while framing certain immigrant groups as exploitative, mixing moral and identity-based framing.
митрида
Aug 25, 2025
Just like with Zelensky, Trump will just ignore the actual truths and continue to peddle his alternative fantasies. You cannot use logic against this man.
Just like with Zelensky, Trump will just ignore the actual truths and continue to peddle his alternative fantasies. You cannot use logic against this man.
Criticizes a political figure for ignoring truth and spreading falsehoods, appealing to logic and honesty as moral principles.
@spervuurproduksies
Mar 4, 2025
Why do the rest of us Americans and Zelensky have to get caught up in trumps mental problems as the gOP stooges standby
Why do the rest of us Americans and Zelensky have to get caught up in trumps mental problems as the gOP stooges standby
Expresses frustration about being caught in political consequences, framing it as an unfair burden imposed by Trump's leadership problems.
@im-smert
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
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
??❤?? No one is going to be terrorized by the spoiled donkey that has now come to power in the White House
??❤?? No one is going to be terrorized by the spoiled donkey that has now come to power in the White House
Dismissive critique of Trump using derogatory language ('spoiled donkey') and rejecting claims he poses a threat, blending sarcasm with moral judgment.
@michalrohac5062
Mar 4, 2025
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 2026
After trump’s first term every single adequate person new what a clinical idiot he was. Why the hell the country which was considered by many as a great nation elected him again?!
After trump’s first term every single adequate person new what a clinical idiot he was. Why the hell the country which was considered by many as a great nation elected him again?!
Expresses moral judgment about Trump's fitness for office and poses a rhetorical question about why Americans re-elected him.
@edwardklaus70
Mar 4, 2025
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
Frames immigration as exploitation and subjugation driven by business greed and government complicity, appealing to justice concerns while critiquing policy.
wadeanthony8538
Aug 25, 2025
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
I pray Trump does not give up his fight for American people. All American people. They tariff some of our goods 100+% and they no longer will get away with it. Thank you Trump.
I pray Trump does not give up his fight for American people. All American people. They tariff some of our goods 100+% and they no longer will get away with it. Thank you Trump.
Appeals to fairness and justice ('All American people') while defending tariff policy as retaliation against unfair trade practices.
@williamthomas4458
Mar 4, 2025
Where are the indigenous people of Canada? Were the driven out by the Europeans? Goes around comes around.
Where are the indigenous people of Canada?
Were the driven out by the Europeans?
Goes around comes around.
Invokes historical injustice against Indigenous peoples to argue for moral reciprocity regarding current immigration patterns.
hyacinth883
Sep 27, 2025
Could it be how others act towards them maybe that's why they stay to themselves a lot of Asians do that also..idk
Could it be how others act towards them maybe that's why they stay to themselves a lot of Asians do that also..idk
Commenter offers a sympathetic explanation for immigrant self-segregation, appealing to fairness and understanding of how discrimination may drive community formation.
Moral Argument
0.75
tiffanyr4355
Sep 26, 2025
At least we dont force you to convert. And we assimilate wherever we go, its just canadians who dont want them to assimilate in your country.
At least we dont force you to convert. And we assimilate wherever we go, its just canadians who dont want them to assimilate in your country.
Defends immigrants on ethical grounds (religious tolerance, assimilation efforts) while critiquing Canadian resistance to integration.
VoyagerRohit
Sep 22, 2025
This I not diversity. This is colonialism, and these people are racist. Elbows up this is what you voted for
This I not diversity. This is colonialism, and these people are racist. Elbows up this is what you voted for
Makes ethical accusations ('colonialism,' 'racist') and implicitly calls for political accountability regarding voting choices.
xeero24
Sep 27, 2025
Canada asked for it
Canada asked for it
Implies Canada bears responsibility for immigration problems through a moral judgment about causation.
Moral Argument
0.75
JeejaBaiPillay-h9k
Sep 29, 2025
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
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)