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
Donald is NOT a smart man. He is so self-absorbed and selfish, he is a traitor to this country, a Russian asset and needs to be taken down as fast as possible. Evict this despicable, …
Donald is NOT a smart man. He is so self-absorbed and selfish, he is a traitor to this country, a Russian asset and needs to be taken down as fast as possible. Evict this despicable, treasonous dictator from our White House NOW!
Makes ethical accusations (traitor, despicable) and calls for removal based on moral grounds.
@kate4121
Mar 4, 2025
As an American who didn’t vote for the Mandarin Candidate, we’re not co-signing anything this Traitor Trump is doing. We want off this rollercoaster too, but no one is doing anything about him. Our system …
As an American who didn’t vote for the Mandarin Candidate, we’re not co-signing anything this Traitor Trump is doing. We want off this rollercoaster too, but no one is doing anything about him. Our system is corrupt and there are no paths to getting out of this unless he’s removed from office and shown for the treasonous snake he is.
Personal stance against Trump framed as moral condemnation of treason and corruption, with implicit call for removal.
@The_Ganondork
Mar 4, 2025
Costa Rica here. All he says sounds right and coherent. Hopefully as humans we realize that we are all the same specie trying to live. Leta live good cos we can if we try and …
Costa Rica here. All he says sounds right and coherent. Hopefully as humans we realize that we are all the same specie trying to live. Leta live good cos we can if we try and follow what your heart says is right.
Appeals to universal human values and shared humanity, endorsing the speaker's message as ethically sound while encouraging compassion across borders.
@lexuzsauma8755
Mar 4, 2025
What's wrong about Indians coming to America, it's their home as the indians were there in the first place before the white man came around 😂
What's wrong about Indians coming to America, it's their home as the indians were there in the first place before the white man came around 😂
Uses historical argument about indigenous peoples to defend Indian immigration rights, with light sarcasm indicated by emoji.
sfinx69
Jan 28, 2026
Prime Minister Trudeau just said what our leaders should be saying from both parties. We are watching our standing in the world be destroyed. I only know of certain world leaders that this pleases, ie …
Prime Minister Trudeau just said what our leaders should be saying from both parties. We are watching our standing in the world be destroyed. I only know of certain world leaders that this pleases, ie dictators. Shame on the U.S. sitting idly by while we literally disintegrate.
Appeals to ethical leadership standards and contrasts democratic values against authoritarian regimes.
@patriciaknowles3147
Mar 5, 2025
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them …
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them leave. Political corruption, poor living conditions and struggling economy. Its like a revised version. Considering they dont make huge political changes, I dont see a problem with that tbh
Presents a reasoned ethical argument defending immigrants' right to replicate home cultures while improving conditions, appealing to fairness and logic.
BizTuxAndFlipFlops
Jan 27, 2026
USA cuts itself off from the entire Western world and cuddles up to dictators. The oldest and most honorable democracy in the world, the USA, should be ashamed of itself! Regards from Germany
USA cuts itself off from the entire Western world and cuddles up to dictators. The oldest and most honorable democracy in the world, the USA, should be ashamed of itself! Regards from Germany
Appeals to democratic values and shame, comparing US conduct unfavorably to its historical identity while using international perspective.
@bjornaltmann8184
Mar 4, 2025
Dont try to make another india by creating new rule , first embrace what Canada provides. Dont bend rule to fit in .. respect where you immigrate to.. or else get out
Dont try to make another india by creating new rule , first embrace what Canada provides. Dont bend rule to fit in .. respect where you immigrate to.. or else get out
Appeals to principles of respect and cultural integration, arguing immigrants should adapt to Canadian values rather than change the country.
Comfortab1yNumB
Jan 28, 2026
Thank God. We can’t afford them at all and should prioritize helping INDIGENOUS CANADIANS OVER NEW COMERS!
Thank God. We can’t afford them at all and should prioritize helping INDIGENOUS CANADIANS OVER NEW COMERS!
Appeals to fairness and prioritization of indigenous Canadians over immigrants, framed as an ethical concern.
baptizedbychrist9976
Jun 6, 2025
All Canadians are immigrants apart from the indigenous people
All Canadians are immigrants apart from the indigenous people
Makes a fairness-based argument about historical immigration and indigenous peoples' prior claim to Canada.
Moral Argument
0.82
paulparker8298
Jan 23, 2026
It ain't an invasion. Canada depends on immigrants to maintain our population. The land who makes up Canada was originally stolen, so as a white Canadian, we have no right to decide where someone else …
It ain't an invasion. Canada depends on immigrants to maintain our population. The land who makes up Canada was originally stolen, so as a white Canadian, we have no right to decide where someone else can live. Everyone should be welcomed and supported here, regardless of their race, ethnicity, sex, faith, gender, sexuality, and physical or mental differences. The only People who don't belong in Canada are those who have given in to racism, bigotry, and hate.
Commenter makes ethical arguments about historical injustice, human rights, and inclusive values while expressing support for welcoming immigrants regardless of identity.
leosmith-moores1213
Jan 29, 2026
I hate rooting against my own country but I hope Canada stands tall and brings the fight to the US. We are inarguably the bad guys in this situation.
I hate rooting against my own country but I hope Canada stands tall and brings the fight to the US. We are inarguably the bad guys in this situation.
Appeals to moral judgment (Canada as 'bad guys') while expressing national identity conflict and support for Canada's position.
@kappakumplete
Mar 4, 2025
Yeeesh - so much xenophobia.
Yeeesh - so much xenophobia.
Brief ethical judgment labeling observed behavior as xenophobic, appealing to fairness principles.
Moral Argument
0.82
anthonyfox477
Sep 19, 2025
Yeah and Canada sent arms to Netanyahu so is one murderous lunatic better another?
Yeah and Canada sent arms to Netanyahu so is one murderous lunatic better another?
Uses moral equivalence argument ('one murderous lunatic better than another') to critique Canadian government actions regarding arms sales.
@jcymngo
Mar 4, 2025
Have respect for leaders
Have respect for leaders
Appeals to ethical principle of respecting political leaders, framing respect as a moral obligation.
Moral Argument
0.82
@mavismohotoo4784
Mar 4, 2025
Trump is nothing but a bully, there's only one way to deal with a bully. The more countries that stand against him, the sooner Americans will realize their mistake and take their country back from …
Trump is nothing but a bully, there's only one way to deal with a bully. The more countries that stand against him, the sooner Americans will realize their mistake and take their country back from this wannabe dictator who is nothing but a fraud. Mexico stands as Canada stands, against bullies.
Appeals to moral principles (standing against bullies) while calling for international solidarity and implying Americans should recognize their mistake.
@tabletopbroski9074
Mar 4, 2025
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
Argues that immigrant community formation is ethically equivalent to historical ethnic neighborhoods, normalizing immigration through historical comparison.
jayg3939
Jan 26, 2026
There’s nothing like that ever it’s all alive. What you saying? This is just the wish of some bigots. You’re feeling all your doctors and other professional gaps and you’re given all the lower jobs …
There’s nothing like that ever it’s all alive. What you saying? This is just the wish of some bigots. You’re feeling all your doctors and other professional gaps and you’re given all the lower jobs from restaurants to any other lower jobs that Canadians don’t wanna do. Yes you’re right. An immigrant family can come here and six years later have a house because they share all the family by a house because they have a family value. The earlier arrivals here to buy house is a big dream they won’t make it except the privileged the work by family members and oil rigs are the professionals. This country use built by immigrants all it is the early arrivals and the late arrivals. To begin with this is a stolen country. At least the immigrants are coming by legal method, but the early arrivals they just stole it by killing the natives.
Defends immigrants on moral grounds, arguing they contribute to society and highlighting historical injustice to Indigenous peoples as context for immigration.
dawitdebena8513
Apr 15, 2025
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
Appeals to historical fairness and justice by drawing parallel between European colonization and current immigration criticism.
RishabhAgnihotri-e6m
Feb 5, 2026
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who …
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who don't understand this are not just uneducated, but also have a disgusting mindset, who only judge people based on their skin color!
Makes ethical arguments about globalization, human migration, and condemns discrimination based on skin color while invoking historical context of indigenous displacement.
virajdesai1356
Feb 4, 2026
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)