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
Search & Filter
Moral Argument
2,863 comments
As an American I am so embarrassed for what President Trump is doing. He is HURTING all our relationships with our allies. I'm beginning to think electing President Trump will be in history as the …
As an American I am so embarrassed for what President Trump is doing. He is HURTING all our relationships with our allies. I'm beginning to think electing President Trump will be in history as the biggest mistake citizens made.
American expressing shame and ethical concern about Trump's damage to international relationships and alliances.
@ghost.ranger1628
Mar 4, 2025
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
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
I got no problem with it, as a Christian, racism is sin and I don't partake in it
I got no problem with it, as a Christian, racism is sin and I don't partake in it
Appeals to religious/ethical principles (Christianity, anti-racism) to justify welcoming stance toward immigration.
grevisse6757
Feb 16, 2026
This is how a leader talks to people and gets a message across.
This is how a leader talks to people and gets a message across.
Makes a normative claim about effective leadership communication and messaging.
Moral Argument
0.87
@Hammerhead2467
Mar 4, 2025
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
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
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
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
I love Canada. Trudeau is just doing what he has to do. I harbor no ill will for Canada or the tariffs they will impose on us. The Felon fucked up and tried to look …
I love Canada. Trudeau is just doing what he has to do. I harbor no ill will for Canada or the tariffs they will impose on us. The Felon fucked up and tried to look tough and Trudeau called him on it. Trump is a Russian asset and a traitor. The Republicans own this as well. We turned our back on our allies and now we have to stand alone. Russia will not help us. Trump needs to be impeached before our country is destroyed.
Expresses support for Canada and Trudeau based on ethical principles (loyalty to allies, opposing what commenter views as immoral behavior by Trump).
@KevinKaufhold
Mar 4, 2025
This is how a state men respond. With intelligence and integrity ??????
This is how a state men respond. With intelligence and integrity ??????
Praises the speaker's intelligence and integrity as exemplary statesmanship, appealing to ethical leadership values.
@patriciaauricchio316
Mar 4, 2025
Incredible leadership, well spoken and refreshing to see a mature clear communicator.
Incredible leadership, well spoken and refreshing to see a mature clear communicator.
Praises leadership qualities and maturity as moral virtues, contrasting with implied poor leadership elsewhere.
Moral Argument
0.85
@CledraGross
Mar 4, 2025
This is Trumps playbook. Ask for something and then complain that it is not exactly what he originally asked for. Justifies him for not paying contractors. In this case probably justifies in annexing Canada. Orange …
This is Trumps playbook. Ask for something and then complain that it is not exactly what he originally asked for. Justifies him for not paying contractors. In this case probably justifies in annexing Canada. Orange douchebag.
Criticizes Trump's negotiating tactics as unethical and unjust, framing his behavior as dishonest and hypocritical.
@JM-gs1gr
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
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
Cannada is actually a land snatched away from the native americans and later turned into a country... so why you so worried about the immigrants?
Cannada is actually a land snatched away from the native americans and later turned into a country... so why you so worried about the immigrants?
Uses historical injustice argument to challenge concerns about immigration through ethical reasoning.
9480683770
Jan 31, 2026
As an American I am with Canada and Truedau told it as it is !!! trump is an idiot, a bully a moron and only in this for his personal gain !!!! selfish B@$t@rd at …
As an American I am with Canada and Truedau told it as it is !!! trump is an idiot, a bully a moron and only in this for his personal gain !!!! selfish B@$t@rd at the American and Canadian expense !!! !
Commenter appeals to fairness and characterizes Trump as selfish and harmful, framing this as a moral judgment about his character and motivations.
@wilburfinnigan2142
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
Dear America, you elected criminals and fascists to run your country. Do better next time.
Dear America, you elected criminals and fascists to run your country. Do better next time.
Makes a moral judgment about US electoral choices and implicitly urges better future decisions.
@richardhealy
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)