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
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Makes a value judgment about leadership qualities and character ('real leader' vs 'bully'), appealing to standards of conduct.
@joychalkley6289
Mar 4, 2025
USA, what are you doing? Who is friend, whos is not? Your heart should know
USA, what are you doing? Who is friend, whos is not? Your heart should know
Commenter appeals to moral principles of friendship and loyalty, questioning the USA's foreign policy direction through emotional language about the heart.
Moral Argument
0.78
@wattmeter1139
Mar 4, 2025
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Appeals to historical justice and fairness by attributing immigration patterns to colonial exploitation and resulting inequality.
flashyash7
Feb 1, 2026
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second …
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second cause deep down he knows hes a disgusting person.
Critiques Trump's character and motivations on ethical grounds while claiming to speak for 'true Americans.'
@mewinthedark8513
Mar 4, 2025
No one is illegal on stolen land 🇨🇦
No one is illegal on stolen land 🇨🇦
Invokes Indigenous land claims as a moral argument for welcoming immigrants, framing Canada as stolen territory.
LexRising
Feb 5, 2026
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
Appeals to ethical principles about respectful communication and conduct, with an implicit call for others to emulate better behavior.
@kimbrown4309
Mar 4, 2025
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good …
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good for Canada! I say don’t cut off the power but put a 100% surcharge on it. Give the extra cash to your people to help with any negative financial issues they may face.
Praises Trudeau's leadership conduct as morally superior while proposing economic policy alternatives.
@annbrennan1269
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
I have heard and seen Canadians get upset with Trudeau but they should be proud of him. Trudeau is a gentleman very professional and he is actually sane. Trump has a lot of loose bolts …
I have heard and seen Canadians get upset with Trudeau but they should be proud of him. Trudeau is a gentleman very professional and he is actually sane. Trump has a lot of loose bolts up there. The worst thing a leader can do is, betray their allies. Trump is a traitor!
Appeals to ethics and sanity as moral principles while comparing leaders and criticizing Trump as a traitor.
@emigdioobesovaldez7426
Mar 4, 2025
trump is a bully trump doesnt care if prices go up hes rich
trump is a bully trump doesnt care if prices go up hes rich
Commenter critiques Trump's character and indifference to economic harm, appealing to fairness and concern for ordinary people.
Moral Argument
0.78
@padillaeddie2935
Mar 4, 2025
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Defends immigrants' legitimacy and moral standing by highlighting their professional credentials and invoking indigenous land claims as an ethical counter-argument.
ickster23
Feb 18, 2026
Who voted for orange guy!! Now look what you all voted for
Who voted for orange guy!! Now look what you all voted for
Criticizes voters for electing Trump and implicitly calls for accountability, framed as moral judgment of electoral choice.
@tudiS-uw5yt
Mar 4, 2025
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
Accuses political and financial leaders of betrayal and harm to Canadians, combining moral condemnation with threat perception.
videomofo
Nov 25, 2025
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts …
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts you off 😂😂😂
Uses a moral/karmic argument about historical injustices (treatment of Native Americans and Black people) to explain current outcomes, framed through identity categories.
cakesinthecity
Jan 27, 2026
Look who's complaining 😅 those who colonized one-third of the world.
Look who's complaining 😅 those who colonized one-third of the world.
Uses sarcasm to invoke historical colonialism as a moral counterargument to complaints about immigration, questioning the legitimacy of native-born complaints.
Stuck.in.Matrix
Dec 19, 2025
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
Critiques a political leader's character and trustworthiness as a moral failing, with undertones of danger/threat.
@duke2912
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
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an …
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an so one. Evil will always try to do it's thing and we must come together to abolish it. Being from different countries in this situation is not much we can do. Maybe stop importing from America, at least till this administration is gone in 4 years. The way it's going , America will lose a lot of it's allies and unless tyranny and dictatorship follows, we will vote the so called politicians out of office and claim our rights to a better way of life. Because now, America suffers and other countries will follow. And it is just the beginning. Learn how to become stronger and don't vote for convicted felon that is doing Russia's bid. Not sure how the followers can say with a straight face that what Trump is doing is for the betterment of our country . God bless us all.
Extended moral appeal for international human solidarity against tyranny, with embedded calls to action (boycott, voting) and warnings about Trump administration.
@adrianmuresan1
Mar 4, 2025
Taking advantage of a system is not to your benefit. Time to go .
Taking advantage of a system is not to your benefit. Time to go .
Appeals to fairness and ethical principles by condemning system exploitation, implying those who abuse systems should leave.
Mikinaak2023
Jan 19, 2026
Trump doesn't care about fair, doesn't care about truth, doesn't care about anything other than 1) how much he can get people to fawn over him and 2) how much money he can make off …
Trump doesn't care about fair, doesn't care about truth, doesn't care about anything other than 1) how much he can get people to fawn over him and 2) how much money he can make off of any situation, regardless of who gets hurt in the process.\n\nHey Trudeau, why don't you just annex the US as the 11th Canadian province! That's what I'm talking aboot!
Criticizes Trump's character and motives on ethical grounds, with satirical suggestion about annexing the US.
@craftyguyinthewoods
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)