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
Please dont spread hate.
Please dont spread hate.
Appeals to ethical principles by requesting others avoid spreading hate speech.
Moral Argument
0.85
params8582
Dec 24, 2025
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just …
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just openly racist.
Defends immigrants against racism, distinguishing between legitimate language barriers and racist attitudes, appealing to fairness and logic.
Richman247Mop
Feb 7, 2026
I have been upset with my beloved Country more than once in my lifetime but never so ashamed as I am now ????
I have been upset with my beloved Country more than once in my lifetime but never so ashamed as I am now ????
Expresses shame about the country's actions, appealing to ethical standards and national identity.
@Karen-n6y7t
Mar 4, 2025
Well said - stand up to Trump. He is an evil, vindictive rapist, selfish fraudster!
Well said - stand up to Trump. He is an evil, vindictive rapist, selfish fraudster!
Condemns Trump using moral language ('evil', 'rapist', 'fraudster') while implicitly positioning Canada/speaker as morally superior through the call to 'stand up.'
@NAFO_Badger_Brigade
Mar 4, 2025
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
Challenges a stereotype by pointing to counterexamples in other groups, using comparative moral reasoning about cultural practices.
Dani-p9l
Jan 27, 2026
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Defends immigration on ethical grounds (fairness, cultural value) while criticizing xenophobia as morally wrong.
Joelmonterrey
Dec 19, 2025
Thank you Mr. Prime Minister for an incredibly important and well read speech! One thing though....Donald Trump is NOT SMART!! Donald Trump cares about Donald Trump! He cares about RETRIBUTION against people who dislike or …
Thank you Mr. Prime Minister for an incredibly important and well read speech! One thing though....Donald Trump is NOT SMART!! Donald Trump cares about Donald Trump! He cares about RETRIBUTION against people who dislike or laugh at him. He is a GIANT NARCISSIST and a PATHOLOGICAL LIAR!! He would rather be BUDDIES with DICTATOR Vladimir Putin than with any allies! Trump is TANKING the economy and CRASHING the Stock Market which also includes people's retirement funds. DONALD TRUMP IS 100% A CLEAR AND PRESENT DANGER!!! HE NEEDS TO BE IMPEACHED, REMOVED, AND IMPRISONED!!! HIS ENTIRE ADMINISTRATION SHOULD BE REMOVED FOR GOING ALONG WITH TRUMP!! THEY ARE ALL ACCOMPLICES!!!\n\nTIME TO WIPE THE SLATE CLEAN, SWEAR IN KAMALA HARRIS AS SHE WAS THE RUNNER UP, AND FIX WHAT DONALD TRUMP DESTROYED!!!
Makes strong moral character attacks on Trump (narcissist, liar, danger) and calls for impeachment, removal, and imprisonment as remedial action.
@CanadianRose
Mar 4, 2025
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant …
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant neighbors and defend them. like if you agreed
Articulates an ethical distinction between criticizing policies versus immigrants, advocating for compassion and systemic change.
edtorontoful
Feb 24, 2026
I will NEVER call Donald Trump president. He is a foul excuse for a human. I’m sorry Canada. So very sorry for all of this.
I will NEVER call Donald Trump president. He is a foul excuse for a human. I’m sorry Canada. So very sorry for all of this.
Expresses moral disapproval of Trump as 'foul' and apologizes to Canada, combining ethical judgment with solidarity.
@janicemyers9026
Mar 4, 2025
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans
Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
The comment invokes historical injustices and moral bankruptcy as arguments against white Canadians, framing immigration through ethical accountability.
bhalkitoday8267
Jan 30, 2026
I appreciate the approach from PM Trudeau and can feel his regret for having to do this. As americans we have to fight against our own leaders meanwhile their job description is to be in …
I appreciate the approach from PM Trudeau and can feel his regret for having to do this. As americans we have to fight against our own leaders meanwhile their job description is to be in service of their constituents. How hard is it to make sure everyone has enough and no one too much or too little?
Appeals to ethical principles about government responsibility to ensure equitable distribution of resources and service to constituents, comparing US and Canadian leadership.
@sinagangsta
Mar 4, 2025
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
Appeals to ethical principles of treating people equally regardless of ethnicity, criticizing the video's approach as racist.
richardgossai7339
Feb 7, 2026
Mr, Trudeau prime minister, I am glad that you are standing up to trump do what is right for your country do not allow this, man child trump push you around, stand up take a …
Mr, Trudeau prime minister, I am glad that you are standing up to trump do what is right for your country do not allow this, man child trump push you around, stand up take a stand do what is right what is just, your people who voted for you deserve it, show the world ?? that integrity, honestly and the rule of law still matters, let the world see trump for what he is, and I say to the other leaders do not be afraid to do the right thing, a good leader loves his people a good leader protects it's people , silence ? at this point in time is not acceptable, when you see tyranny speak up i asked my father ounce what makes a man, i could see in his face that he was thinking about this question very hard and he turned and looked at me and said, a man will stand up for what he believes in,no matter the price, and a real man will always protect those that can't protect themselves, for this is the mark of a real man and gentleman, i have never forgotten those words that he spoke to me, and I believe that this saying also has religious implication as well, after everything is said and done it's not the voters that are going to judge you in the end it's god and he is going to judge you on his standards not MAGA
Extended appeal to ethical principles (integrity, justice, protection of people, standing against tyranny) urging leaders to do what is right.
@IsraelVargas-u6z
Mar 4, 2025
RESPECT, FOR A MEN WITH WISDOM. AMEN ? \nNO RUDENESS, NOT OFFENDING PEOPLE, ? \nAN EXAMPLE FOR A HEALTHY GENERATION TO COME. AMEN ?
RESPECT, FOR A MEN WITH WISDOM. AMEN ? \nNO RUDENESS, NOT OFFENDING PEOPLE, ? \nAN EXAMPLE FOR A HEALTHY GENERATION TO COME. AMEN ?
Appeals to ethical principles of respect, wisdom, and non-rudeness as exemplary values for future generations.
Moral Argument
0.85
@saskialegrand7847
Mar 4, 2025
Going to another country you have to follow there laws and rules to enter
Going to another country you have to follow there laws and rules to enter
Appeals to a principle of fairness and rule-following as a moral obligation for immigrants entering a country.
Moral Argument
0.85
Robert_kuchar
Dec 7, 2025
UM TRUMP IS NOT SMART!
UM TRUMP IS NOT SMART!
Simple value judgment criticizing Trump's intelligence as a moral/competence assessment.
Moral Argument
0.85
@kevincook2140
Mar 4, 2025
The actions by the current American administration will hurt everyone globally… for what? A vanity project? As an American, this is so painful to see my fellow citizens choose such sweeping destruction of good relations …
The actions by the current American administration will hurt everyone globally… for what? A vanity project? As an American, this is so painful to see my fellow citizens choose such sweeping destruction of good relations between long term allies. It’s absolutely heart wrenching to witness this along with all of the other atrocities that have happened since January 20.
Appeals to ethics and justice regarding international relations and consequences, expressing emotional distress about perceived wrongdoing.
@Cyanitecture
Mar 4, 2025
Trump is the real enemy of the American People.
Trump is the real enemy of the American People.
Frames Trump as morally harmful to Americans, appealing to ethical judgment about leadership.
Moral Argument
0.85
@irmaknight2573
Mar 4, 2025
Other nations don't have an obligation to pretend that Donald is honest, reliable, or even sane.
Other nations don't have an obligation to pretend that Donald is honest, reliable, or even sane.
Appeals to ethical principle that nations have no obligation to treat Trump as honest or reliable, framing it as a matter of truthfulness and sanity.
@kennethscott4997
Mar 4, 2025
A couple of things.\n\n1. Great that he basically called Trump an idiot.\n2. He blew up Trump's lies about fentanyl coming in calimly and with facts.\n3. He did not call Trump 'President' when addressing him. He …
A couple of things.\n\n1. Great that he basically called Trump an idiot.\n2. He blew up Trump's lies about fentanyl coming in calimly and with facts.\n3. He did not call Trump 'President' when addressing him. He simply called him Donald. No title, no respect.\n\nNot a fan of Trudeau, but he was absolutely spot on with this. Go to hell, Donald Trump.
Praises Trudeau's factual response and moral stance (withholding respect) while criticizing Trump's dishonesty, grounded in ethical judgment.
@AssistantToTheRegionalManager
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)