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
Trudeau is a true leader. He understands we are victims of trump. I am so ashamed and angry of what trump and his accomplices are doing. They will destroy America and attack democracy across the …
Trudeau is a true leader. He understands we are victims of trump. I am so ashamed and angry of what trump and his accomplices are doing. They will destroy America and attack democracy across the planet if not stopped
Appeals to ethical principles (democracy, leadership) while expressing alarm about Trump's threat to democratic values globally.
@DavidGarciaEntrepreneur
Mar 4, 2025
LOL .. those people like this clown don’t care about his own people, he is pro-war, known for corruption feeding his own greed .. Unbelievable people support and believe his bs ??
LOL .. those people like this clown don’t care about his own people, he is pro-war, known for corruption feeding his own greed .. Unbelievable people support and believe his bs ??
Criticizes a political figure's character and values (corruption, war-mongering, greed) with sarcastic tone, combining moral judgment with satire.
@MHUKTI
Mar 4, 2025
Is all MEGA MAGGOTS fault to place America in those conditions. They’re the ones at fault for voting and believing a dictator, criminal, Putin puppet, felon. Now everyone will be eating S****?????? IMPEACH TRUMP!!!
Is all MEGA MAGGOTS fault to place America in those conditions. They’re the ones at fault for voting and believing a dictator, criminal, Putin puppet, felon. Now everyone will be eating S****?????? IMPEACH TRUMP!!!
Condemns Trump and supporters on moral/ethical grounds (criminal, dictator, puppet) while calling for impeachment.
@suzetteKm
Mar 4, 2025
Leadership not a Coconut busines. They took war aganst Iraq without a reason taking advise from shyco garbage person Nut yahu, killed milions of innocents untill now they are suffering. Simply said Sorry
Leadership not a Coconut busines. They took war aganst Iraq without a reason taking advise from shyco garbage person Nut yahu, killed milions of innocents untill now they are suffering. Simply said Sorry
Critiques past military decisions and leadership on ethical grounds, condemning harm to innocents.
@MuhamedAlisha
Mar 4, 2025
Trump is an idiot. Said by an American.
Trump is an idiot. Said by an American.
Makes a character judgment about Trump as an ethical/moral critique, framed as coming from an American perspective.
Moral Argument
0.80
@sfrobink
Mar 4, 2025
Does Trudeau realize he's dealing with a mentally ill man? It doesn't matter what he does DJT will just make up another excuse.
Does Trudeau realize he's dealing with a mentally ill man? It doesn't matter what he does DJT will just make up another excuse.
Questions Trump's mental fitness and character while critiquing his unpredictable negotiating behavior.
@MarceeSiemens
Mar 4, 2025
The only thing I know for sure about Trump is that he would gleefully scorch the whole of the Earth, if he could be king of the ashes. \nHe is a disgrace. History will show …
The only thing I know for sure about Trump is that he would gleefully scorch the whole of the Earth, if he could be king of the ashes. \nHe is a disgrace. History will show him as a stain that has forever tarnished our reputation worldwide.
Appeals to ethical principles and historical judgment, characterizing a political figure as morally reprehensible and damaging to national reputation.
@rikijones7825
Mar 4, 2025
Pleased to see a TRUE statesman speak as opposed to the US gangster double act of Trump & Vance . America is loosing all its creditability worldwide .
Pleased to see a TRUE statesman speak as opposed to the US gangster double act of Trump & Vance . America is loosing all its creditability worldwide .
Praises Canadian leadership as ethical and respectful while criticizing US leadership as corrupt and damaging to credibility.
@timrawlings9486
Mar 4, 2025
This is embarrassing. Trump is ruining America and our democracy. Can't wait to start paying more for everything, thanks MAGA!! F***ing idiots.
This is embarrassing. Trump is ruining America and our democracy. Can't wait to start paying more for everything, thanks MAGA!! F***ing idiots.
Combines ethical critique of Trump's character and governance with economic anxiety about consequences.
@rwalk528
Mar 4, 2025
?? Mafia Fascist State ?
?? Mafia Fascist State ?
Characterizes a nation/state as fascist and mafia-like, making a moral condemnation of authoritarian governance.
@ArenAurelius
Mar 4, 2025
Please change your topic. There are no anyindians invading any country in the world. Yes europeans have invaded india and destroyed there culture and looted wealth by war and many inhumane ways.before europeans there were …
Please change your topic. There are no anyindians invading any country in the world. Yes europeans have invaded india and destroyed there culture and looted wealth by war and many inhumane ways.before europeans there were no catholic churches in india. But these people are coming peacefully and not looting your country. They are also providing for canada. Please dont be racist. World is changing ,times aredifferent. Please accept the change. All have rights to follow any religion and follow there culture. you can get work done from them for cheap labour, but cant accept their culture. This isnt fair. Just becouse someone change there country they cant change their culture or values within a year or two.
Defends immigrants on ethical grounds, appeals to fairness and human rights, and contextualizes immigration within historical power dynamics.
apvghfb
Feb 10, 2026
What do you expect from a convicted person as president
What do you expect from a convicted person as president
Rhetorical question expressing moral disapproval of a convicted person holding office, appealing to ethical standards.
Moral Argument
0.80
@jonolopez6249
Mar 4, 2025
West wants our resources..our market...but ...when...comes to ...equal migration....then it's a problem.... majority of them came there legally....we pay taxes...so ..cut the crap ...we ll live there ....do wat u gotta do....
West wants our resources..our market...but ...when...comes to ...equal migration....then it's a problem.... majority of them came there legally....we pay taxes...so ..cut the crap ...we ll live there ....do wat u gotta do....
Appeals to fairness and reciprocity principles regarding legal immigration, taxes, and equal treatment.
asifzama2399
Feb 9, 2026
Walking into a place of business to look for white employees is not racist
Walking into a place of business to look for white employees is not racist
The commenter makes a normative claim about what constitutes racism, defending hiring practices based on race as non-discriminatory.
Moral Argument
0.80
Bingbangboombox
Feb 9, 2026
I did Every thing I could as a voter to support Kamala Harris and prevent this insanity. I am soooooooooooooo sorry for what tRump is doing- via hyperbole, deceit, conceit and outrageous LIES- to undermine …
I did Every thing I could as a voter to support Kamala Harris and prevent this insanity. I am soooooooooooooo sorry for what tRump is doing- via hyperbole, deceit, conceit and outrageous LIES- to undermine our relationships with our neighbors and allies. Wish us luck. We're gonna need it in the absence of sanity, logic, and decency.
Personal account of political engagement combined with appeals to sanity, logic, and decency as moral principles undermined by Trump's actions.
@PattiOHara
Mar 4, 2025
Europeans invade Canada , real Canadians are red Indians Tribes, where they are ?
Europeans invade Canada , real Canadians are red Indians Tribes, where they are ?
Uses historical injustice against Indigenous peoples as a counterargument to immigration concerns, appealing to fairness.
Blackk-b4s
Feb 9, 2026
let the politicians handle the fighting! remember to not HATE among the people.\n\nlove and compassion within the people has been a timeless strength of humanity for all of history.
let the politicians handle the fighting! remember to not HATE among the people.\n\nlove and compassion within the people has been a timeless strength of humanity for all of history.
Appeals to universal human values of love and compassion as a counter to political conflict and hatred.
@tarquinbadarquin
Mar 4, 2025
sadly sir.. Tramp IS SIDING WITH THE OPPONENTS.. autocratic.. facist .. hateful humans and countries.. SICK !!
sadly sir.. Tramp IS SIDING WITH THE OPPONENTS.. autocratic.. facist .. hateful humans and countries.. SICK !!
Condemns Trump for aligning with autocratic and fascist regimes, framed as a moral failing.
Moral Argument
0.80
@senciemom
Mar 4, 2025
This is the way a leader speaks,Trudeau is 1000x the man trump will ever be,trump isn't a man he's an abomination.
This is the way a leader speaks,Trudeau is 1000x the man trump will ever be,trump isn't a man he's an abomination.
Compares leaders on moral/character grounds, calling one an 'abomination' and praising the other as superior.
@xetor2000
Mar 4, 2025
All Capitol letters\nTRUMP IS A DISGRACE TO OUR COUNTRY.
All Capitol letters\nTRUMP IS A DISGRACE TO OUR COUNTRY.
Makes a moral judgment about character and national shame without specific policy analysis or evidence.
Moral Argument
0.80
@DennyT71
Mar 4, 2025
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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)