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 Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish …
The Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish immigrants were called "filthy, lazy, not true whites". When the Italians immigrated, they were called "filthy, lazy, gangsters, not true whites". Then the Chinese, Koreans, and Japanese came.....the cycle continues. The colour of the skin doesn't define the immigrant lifestyle, a country's history and culture is not based on race alone. We are ever evolving. The issue with the current immigration system is that we have too many immigrants to accommodate, not that any specific group is bad.
Historical argument appealing to fairness and justice, showing cyclical discrimination against immigrant groups and arguing against racial essentialism.
clementinehaahsberg2820
Feb 26, 2026
I think Trump , Vance, Musk, and their supporters are morons. Justin Trudeau correctly reaction to Trump’s stupidity.
I think Trump , Vance, Musk, and their supporters are morons. Justin Trudeau correctly reaction to Trump’s stupidity.
Expresses moral condemnation of Trump and supporters as 'morons' while praising Trudeau's response.
Moral Argument
0.85
@paulmiller3509
Mar 4, 2025
So when all the white people came from Europe to take over these lands that was ok but now when people want to relocate it’s a problem lol this world is so messed up
So when all the white people came from Europe to take over these lands that was ok but now when people want to relocate it’s a problem lol this world is so messed up
Appeals to historical fairness and hypocrisy by comparing European colonization to modern immigration, questioning moral consistency.
TheJokingPapa
Jan 27, 2026
Trump has declared war on liberal democracy in America and around the world.
Trump has declared war on liberal democracy in America and around the world.
Appeals to democratic values and principles as a basis for criticizing Trump's actions.
Moral Argument
0.85
@jerrycornelius5986
Mar 4, 2025
I don’t blame Trump. The American people were given power through voting to decide who takes over leadership of this country. The voters who chose Trump, are ultimately, responsible for whatever mess we are in.
I don’t blame Trump. The American people were given power through voting to decide who takes over leadership of this country. The voters who chose Trump, are ultimately, responsible for whatever mess we are in.
Assigns responsibility and accountability to voters based on democratic principles and consequences of electoral choices.
Moral Argument
0.85
@galbalut9901
Mar 4, 2025
Trump is evil, stupid, racist, idiot, and all the bad words that exist.
Trump is evil, stupid, racist, idiot, and all the bad words that exist.
Expresses strong moral condemnation of Trump using value-laden epithets (evil, racist, stupid) without specific policy critique.
Moral Argument
0.85
@allansworld769
Mar 4, 2025
well you exploited india for centuries so this is your karma deal with it
well you exploited india for centuries so this is your karma
deal with it
Appeals to historical justice and karma as moral reasoning, comparing Canada's past exploitation to present immigration.
AbhishekMishra-i9e
Jan 2, 2026
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Defends Punjabi migrants by reframing 'invasion' narrative, emphasizing their contributions, work ethic, and fleeing persecution—a moral defense against xenophobic framing.
peaceandlove544
Jan 27, 2026
Racist YouTuber
Racist YouTuber
Direct accusation of racism against the YouTuber, making an ethical judgment about the creator's character and content.
JbJb-f5m
Feb 7, 2026
And just a reminder for everybody. The United States guaranteed Ukrainian independence after it split with Russia. I guess America is no longer a reliable partner. In the land of the shithead the biggest asshole …
And just a reminder for everybody. The United States guaranteed Ukrainian independence after it split with Russia. I guess America is no longer a reliable partner. In the land of the shithead the biggest asshole is king. No morals, no scruples, no humanity, but all American. Trump hates people who have Courage, Honor, and Integrity. Things he will never have.
Condemns Trump's lack of morals, scruples, and humanity while invoking principles of courage, honor, and integrity as moral standards.
@PH2554
Mar 4, 2025
Canadian here. ??\nTrump forgot 9/11. When American airspace were all closed. We, Canada hosted thousands of crew and passengers with open arms. ❤ We are America’s friend, neighbour and closest ally. This hurts so deep. …
Canadian here. ??\nTrump forgot 9/11. When American airspace were all closed. We, Canada hosted thousands of crew and passengers with open arms. ❤ We are America’s friend, neighbour and closest ally. This hurts so deep. Please someone make this madness stop. How can one source of evil do so much harm and danger to all of humanity. At home in the US and abroad. His evil policies is affecting lives globally in every way - wars, disease, economic meltdown. World is f..king upside down! To all those who still live and support Trump. Wake the f..k up from your Trump Koolaid Coma before we all meet The End.
Commenter shares personal Canadian identity and appeals to ethical principles (friendship, hospitality, humanity) while condemning Trump's policies as morally wrong.
@KA-eu9sy
Mar 4, 2025
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content?
I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Extended critique of dehumanizing racism and hypocrisy, emphasizing Indian contributions while condemning stereotyping and demanding honesty about discrimination.
PRAYERFORUUU
Jan 29, 2026
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people.
Secondly, I am not Indian but Indians have controlled all the big businesses Canada has.
Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger.
Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS
THE RACIST WILL DECLINE
The comment makes moral arguments about stolen land and justice while asserting identity claims about racial groups and their economic success, framed as a counter to perceived racism.
AnatoliAlexandro
Jan 27, 2026
holy racism and bias
holy racism and bias
Direct accusation of racism and bias in the video content, appealing to ethical standards of fairness and representation.
darktodds
Feb 7, 2026
This man is exactly what a politician and a human being should be....
This man is exactly what a politician and a human being should be....
Expresses approval based on ethical ideals about what politicians and humans should be.
Moral Argument
0.85
@leslieplett7062
Mar 4, 2025
Trump and Musk are lying wannabe dictators
Trump and Musk are lying wannabe dictators
Makes a moral/ethical judgment characterizing political figures as authoritarian without substantive policy analysis.
Moral Argument
0.85
@gjipstra1
Mar 4, 2025
This government is racist and Facist. Every person has a right to be there no matter what
This government is racist and Facist. Every person has a right to be there no matter what
Appeals to universal human rights and justice while condemning government policy as discriminatory.
benjaminfranklin4760
Dec 26, 2025
Even when leaders of other countries speak “harshly” which I think is really just speaking directly, but the leaders I’ve heard in their harsh’s tones, never speak the despicable language that Trump uses with his …
Even when leaders of other countries speak “harshly” which I think is really just speaking directly, but the leaders I’ve heard in their harsh’s tones, never speak the despicable language that Trump uses with his derogatory, name-calling and vicious, lashing out that he does he never pauses, take a deep breath and can consider the 2% of truth his adversaries are speaking of he simply can’t negotiate or compromise or even listen for God sake. He’s only a few years older than me. We have learned by this age to shut our mouths and listen sometimes, but not him. No, he has not learned that lesson. He has not learned to listen to others and to care for others.
Appeals to ethical principles about listening, compromise, and respect for others as moral leadership qualities.
@HeidiBWert
Mar 4, 2025
We *all* need to wake up that the US has, plain and simply, become a completely unreliable partner. With allies like these, nobody needs enemies. Hopefully Europe, Canada, Mexico and Ukraine can somehow band together …
We *all* need to wake up that the US has, plain and simply, become a completely unreliable partner. With allies like these, nobody needs enemies. Hopefully Europe, Canada, Mexico and Ukraine can somehow band together to stand against this nonsense, because bowing to the trump administration will only embolden them to demand even more and blackmail each of us individually into submission. Yes, it'll be tough - but always think of what Ukraine has gone through, it's an easy stand for us.
Appeals to ethical principles (reliability, standing against blackmail) and urges allied nations to unite against perceived injustice.
@carcharhinus_555
Mar 4, 2025
That’s a true leader. The complete opposite of the disgrace Trump
That’s a true leader. The complete opposite of the disgrace Trump
Makes a moral judgment about leadership quality by contrasting the speaker as a 'true leader' against Trump as a 'disgrace.'
@aus2045
Mar 4, 2025
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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)