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
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small …
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small minority who are paid to often be anti their own country of origin. Remember all the white people are actually European immigrants into the Americas, this is just an example of continuous migration of humans, some of whom conducted bad businesses, even in the beginning of the colonisation of the Americas. You call yourself the originals, but you are just immigrants as well. The Native Americans and Inuits were the originals. And yet you have nearly wiped them out. The United States of America is standing on the dead bodies of the natives! The hypocrisy when they call out new immigrants entering America and Canada!
Defends immigrant communities through ethical arguments about historical hypocrisy and appeals to fairness in immigration discourse.
NaDokuso
Feb 21, 2026
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you …
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you won’t show that.
Accuses video creator of bias and unfair representation, appealing to fairness and balanced portrayal standards.
sarugaming1173
Jan 27, 2026
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose …
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose to point fingers. Behind every smile is struggle, loneliness, and silent battles but we still wake up every day and work twice as hard without complaining
Defense of Indian immigrants using statistical evidence and appeals to fairness, highlighting their contributions and struggles.
shiv.ani.sharmaa
Feb 17, 2026
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Critiques commenters' inability to distinguish racism from nationalism, appealing to ethical principles about bigotry and ignorance.
zacheryallen1432
Jan 27, 2026
Racism is so normal .......
Racism is so normal .......
Moral critique framing racism as normalized and problematic in the context discussed.
Moral Argument
0.87
shakuntalamishra-f8d
Feb 4, 2026
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
Condemns racism against Indian immigrants as morally wrong and criticizes the video creator's framing as indicative of prejudice.
Scoobysballs
Jan 28, 2026
As well spoken and incredibly sensible this information is; Trump and his cabinet members are the most ignorant , stupid, arrogant, and dishonest people I have seen with the exception of Hitler and Putin..........America is …
As well spoken and incredibly sensible this information is; Trump and his cabinet members are the most ignorant , stupid, arrogant, and dishonest people I have seen with the exception of Hitler and Putin..........America is going to suffer for electing this degenerate
Condemns Trump's character and governance on moral grounds while expressing concern about America's future, combining ethical critique with anxiety about consequences.
@andremillon4306
Mar 4, 2025
Anti-American???? This was a pro-American address. Trump is NOT America.
Anti-American???? This was a pro-American address. Trump is NOT America.
Defends the address as pro-American while distinguishing Trump from America itself, making an ethical distinction about national identity.
@jlmctv
Mar 4, 2025
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing …
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing to live by, but as a leader, there are causes and beliefs we are willing to die for.
\n
You are a great leader Trudeau, not a liar but a man of integrity.\nDr Charles Holloway PhD
Philosophical appeal to leadership integrity and moral principles, praising Trudeau for standing by convictions rather than compromising.
@charlesholloway2918
Mar 4, 2025
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
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
As a U.S. citizen, I am so sorry for the pain we are inflicting on the world and on our own citizens in order to feed the greed of billionaires.
As a U.S. citizen, I am so sorry for the pain we are inflicting on the world and on our own citizens in order to feed the greed of billionaires.
Expresses moral disapproval of U.S. actions as causing pain and suffering driven by billionaire greed, framed through a self-critical national identity lens.
@annmossjoyner4977
Mar 4, 2025
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Makes a moral judgment about Trump's character, emphasizing cruelty and selfishness as ethical failings.
Moral Argument
0.85
@ThreeSalmonCircus
Mar 4, 2025
As an American I'm so ashamed that we have a President who is so unqualified?
As an American I'm so ashamed that we have a President who is so unqualified?
American commenter expresses shame about their president's qualifications, appealing to standards of competence and fitness for office.
@jamesmiddleton7056
Mar 4, 2025
What an absolute disgraceful time to be American. I've never been so ashamed of my country.
What an absolute disgraceful time to be American. I've never been so ashamed of my country.
Expresses shame and moral disapproval of American leadership and national direction.
@rockyj5047
Mar 4, 2025
Trump is a TODDLER …. So is Musk
Trump is a TODDLER …. So is Musk
Uses dehumanizing language ('TODDLER') to make a moral judgment about Trump and Musk's character and fitness for leadership.
Moral Argument
0.85
@NZperrito
Mar 4, 2025
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, …
I love the USA. But I am all in for Canada. Trump is a bully like Putin. The only way to deal with a bully is to stand up to them. Trump is a weak, selfish man and a liar.
Commenter appeals to ethical principles (standing up to bullying) while comparing Trump to Putin and making character judgments about leadership.
@kltyo
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
As an American, I’m disgusted with the regime 31% voted for. More Americans than not are appalled at what Trump is doing to Canada and Mexico! And Ukraine and the EU as well. Please world …
As an American, I’m disgusted with the regime 31% voted for. More Americans than not are appalled at what Trump is doing to Canada and Mexico! And Ukraine and the EU as well. Please world leaders, continue to stand up to Trump!
Expresses moral disapproval of Trump's actions and appeals to world leaders to resist, framed as ethical opposition to perceived wrongdoing.
@tressakovachevich9448
Mar 4, 2025
All the nations should invest heavily in education , science , tech , innovation , agriculture , energy, healthcare so that they are less dependent on other powerful countries!
All the nations should invest heavily in education , science , tech , innovation , agriculture , energy, healthcare so that they are less dependent on other powerful countries!
Appeals to fairness and justice through advocating for national investment priorities as a moral imperative for reducing dependency and inequality.
@ggwhhbb1822
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)