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
Imagine a leader that puts his people first
Imagine a leader that puts his people first
Appeals to the principle that leaders should prioritize their citizens' interests.
@sweetchinmusiq1623
Mar 4, 2025
This is actually the corporation correction. No golden age for corporations. They are the killers of our people.
This is actually the corporation correction. No golden age for corporations. They are the killers of our people.
Makes ethical claim that corporations are harmful to people, framing as moral issue of justice.
Moral Argument
0.75
@LaurenBrennan-l3d
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
Crazy how 1 man can cause so much pain for the world...that's so unnecessary... stupid is as stupid does
Crazy how 1 man can cause so much pain for the world...that's so unnecessary... stupid is as stupid does
Expresses moral disapproval of one person causing global suffering, framed as an ethical concern about unnecessary harm.
@GDR1972
Mar 4, 2025
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him …
The Dumpster fire he has started is disgusting...he is only for himself and all his rich Billionaire friends...forget any promises he made when he was running for office....all those dumb ass republicans that put him in office are going to regret it
Criticizes Trump's self-interest and betrayal of campaign promises using moral language about hypocrisy and broken commitments.
@trishajones1608
Mar 4, 2025
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he …
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he wants to do to Canada what Putin did to Ukraine, without the military force, but with the monetary force.
Appeals to Canadian ethical values while expressing fear of economic domination comparable to Putin's actions against Ukraine.
@DorisGreen-rt9bk
Mar 4, 2025
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Praises Trudeau for protecting Canada despite hardship, framing his actions as ethically commendable despite public dissatisfaction.
@freakyfriday3059
Mar 4, 2025
Remember only 1/3 voted for them. Elonnia & tRump don’t care about anything or anyone only $$$$ for them and no one else
Remember only 1/3 voted for them. Elonnia & tRump don’t care about anything or anyone only $$$$ for them and no one else
Critiques Trump and Elon Musk for prioritizing money over people's welfare, framing the issue as a moral failing.
@yvomartin-higgins7347
Mar 4, 2025
Honestly! Let’s make the world great again! Peace and love that’s all we need!
Honestly! Let’s make the world great again! Peace and love that’s all we need!
Appeals to universal values of peace and love as a solution.
Moral Argument
0.75
@1FrenchConnection1
Mar 4, 2025
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump …
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump and the GOP have done is in favor of the ultra wealthy against the 99%.
Frames Trump's actions as class warfare and moral injustice against the 99%, with underlying fear about consolidation of power by oligarchs.
@kelly-bo-belly
Mar 4, 2025
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
Makes a moral judgment condemning Trump and his supporters while asserting that ethnicity is irrelevant to this moral stance.
@TechieXP
Mar 4, 2025
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
Expresses concern about democratic values and criticizes voter choices as morally problematic, framed as threat to democracy.
@cherylstigars3950
Mar 4, 2025
At least these immigrants are not killing you like White people did.
At least these immigrants are not killing you like White people did.
Makes a comparative moral argument defending immigrants by contrasting them with historical harm caused by another group.
hawashayetrn5175
Oct 3, 2025
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
Not my president!
Not my president!
Brief rejection of Trump's legitimacy as president, functioning as moral/political opposition.
Moral Argument
0.75
@leonkaihammerhai5666
Mar 4, 2025
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are …
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are not knowing how a country work let alone a big country like USA.
The comment critiques Trump, Vance, and Musk's competence and fitness for office using moral/ethical language about understanding governance.
@shamsali9903
Mar 4, 2025
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
Argues that business acumen alone doesn't make a good leader and expresses concern for citizens' welfare.
Moral Argument
0.75
@ShirleyOsawa
Mar 4, 2025
I’m sorry we are losing Canada as a friend all because of Dictator Don.
I’m sorry we are losing Canada as a friend all because of Dictator Don.
Expresses concern about Canada-US relations damaged by Trump, framed as a moral/relational loss rather than policy critique.
@LauraAnn309
Mar 4, 2025
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a …
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a mistake voting for him good thing I didn’t
Expresses moral disapproval of Trump's divisive leadership while sharing personal regret about voting for him, blending ethical critique with lived experience.
@CRAZY-DENALI-956
Mar 4, 2025
Such a disgusting time in America. ?
Such a disgusting time in America. ?
Expresses moral disapproval of the current political situation in America using emotional language.
Moral Argument
0.75
@DKane73
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)