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
I am so ashamed as an American and as a human being. I am so very sorry for all of this BS. And Americans are all going to be sorry because of what’s happening in …
I am so ashamed as an American and as a human being. I am so very sorry for all of this BS. And Americans are all going to be sorry because of what’s happening in Washington right now. We are all going to suffer. Canada, please keep doing everything you can to work with the UK and the EU and all allies to make the world work while the US sinks into a quagmire of squalor, no long the leader of the free world. ???
Appeals to ethical concerns about US political direction and expresses solidarity with Canada and international allies.
@TheMoJoMedium
Mar 4, 2025
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed …
We love Canada! We know that trump the traitor to Americans and Democracy started this horrible tariffs along with Americans losing jobs, Food is off the charts and the lies that trump tells has harmed our relations with European countries. All by him, the man who has been indicted in both criminal and civil law cases. We know that Canada shows honor in fighting back. If our spineless, cowardly republicans party would work for their constituents rather than for a criminal we would not be in This situation.
Comment appeals to democratic values and honor while contrasting Canada's principled stance against Trump's perceived corruption and harm.
@kimc8566
Mar 4, 2025
Wow the racism is insane
Wow the racism is insane
Direct condemnation of racism as unethical, appealing to principles of fairness and human dignity.
Moral Argument
0.85
FreePS-x8n
Jan 28, 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
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
This is racist AF. No matter how you dress it up 🙄
This is racist AF. No matter how you dress it up 🙄
Appeals to ethics by labeling content as racist, making a moral judgment about the video's framing.
Moral Argument
0.85
MeloLunaPlays
Jan 28, 2026
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
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
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
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
From United States. I pray that trump gets impeached and those who were horrible enough to vote for him wake up. Trump is awful
Expresses moral judgment that Trump is 'awful' and calls for impeachment, framed as an ethical stance.
@catcrazed
Mar 4, 2025
trump is a traitor to his own people.iam an american and did not vote for trump; those that did will start to feel trumps terrible decisions.
trump is a traitor to his own people.iam an american and did not vote for trump; those that did will start to feel trumps terrible decisions.
Commenter asserts personal identity as American voter and makes a moral judgment that Trump's decisions are harmful, framed as a cautionary statement about consequences.
@AlanSenzaki
Mar 4, 2025
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Appeals to ethics and fairness, defending Indian immigrants against discrimination and critiquing racism based on historical and moral principles.
loadingloading7416
Jan 28, 2026
What I'm mad about, why only people who are well of finances, can go anywhere they please. We the poor have stay on spot we were born, although the world is God's creation, and he …
What I'm mad about, why only people who are well of finances, can go anywhere they please. We the poor have stay on spot we were born, although the world is God's creation, and he didn't made up borders. And money too. This is all fake, money and borders
Critiques wealth-based inequality in global mobility as unjust, framing borders and money as artificial constructs that violate moral principles.
sfinx69
Jan 28, 2026
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
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty …
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty they don't even wash their hands after going to the bathroom they just wipe their a*s with just a paper that doesn't even clean it. In the end every one is human
Defends Indians against stereotypes, compares hygiene practices across cultures, and appeals to universal human dignity.
theuniquememes
Feb 21, 2026
Without Immigrants ( regardless of race) Canada would be a mess
Without Immigrants ( regardless of race) Canada would be a mess
Defense of immigrants on ethical grounds, arguing that Canada depends on immigration regardless of race.
daudakamara728
Feb 25, 2026
It seems that Trump wants to destroy Western society at record speed. He feels closer to dictators and oligarchs than to our democracies. I believe he hates democracy and feels more comfortable siding with murderers …
It seems that Trump wants to destroy Western society at record speed. He feels closer to dictators and oligarchs than to our democracies. I believe he hates democracy and feels more comfortable siding with murderers and dictators. If no one stops him, this man could be responsible for the destruction of Europe, Canada, and even his own country.
Makes ethical arguments about democracy, authoritarianism, and moral responsibility, framed as concerns about Trump's character and intentions.
@marcosjara3523
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
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities.
A lot seen her is racism, and them saying its not racism dosn't mean anything.
Defends immigrants against racial blame by appealing to fairness and economic logic, while calling out racism as the underlying problem.
r22gamer54
Mar 3, 2026
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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)