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
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about …
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about the guy who falls into the same trap twice you know…
Criticizes voters for supporting Trump despite January 6, using a moral appeal about repeated poor judgment.
@max.Z22
Mar 4, 2025
T is a traitor
T is a traitor
Makes a moral judgment ('traitor') that appeals to concepts of loyalty and betrayal, framing political opposition in ethical terms.
@stephanfrion2805
Mar 4, 2025
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how …
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how many Americans will be running to the Canadian boarder seeking asylum?!!
Criticizes America's credibility while praising Trudeau's speaking ability and expressing concern about Americans seeking asylum in Canada.
@grandmaskeate6279
Mar 4, 2025
It’s really unfortunate for us to have Trump as a president
It’s really unfortunate for us to have Trump as a president
Expression of regret about Trump's presidency framed as unfortunate for Americans.
Moral Argument
0.75
@guitarlancer
Mar 4, 2025
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
Distinguishes between a government and its people on ethical grounds, while critiquing a specific leader's worthiness.
@biancacampos80
Mar 4, 2025
Trump is a reckless moron.
Trump is a reckless moron.
Dismissive moral judgment of Trump's character and competence without substantive policy discussion.
Moral Argument
0.75
@lesleeshaffer5652
Mar 4, 2025
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Uses extreme moral language ('Satanic and evil') to condemn Trump's treatment of Canada, invoking historical evil comparisons.
@mr.cannon8231
Mar 4, 2025
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Appeals to justice and fairness regarding treatment of Palestinians and Ukrainians, framing them as victims.
@SilenceaboutthetruthisamuteDev
Mar 4, 2025
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state …
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state treasury
Attacks Trump's character and integrity, arguing he is unfit and dishonest, grounded in ethical judgment rather than policy analysis.
@Lakoonia
Mar 4, 2025
How Narcissism of one Person can endanger and destroy a whole population.
How Narcissism of one Person can endanger and destroy a whole population.
Frames leadership as a moral/ethical issue affecting population welfare, with implicit identity framing about national danger.
@newport.
Mar 4, 2025
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel …
I found quite weird the comment of Paula Newton. If you answer to an act of market aggression, you are anti American. So to be a friend to Americans you need to thank and kneel when the boss shows up. Quite a strange, weird concept of friendship.
Commenter critiques the concept of friendship as requiring submission, appealing to principles of equality and fair treatment between nations.
@alessandro.festuccia
Mar 4, 2025
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for …
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for show. And don't you dare insult our President?Canadians and the government are different. Go Maga!!! Go Trump !!! ❤??
Appeals to justice ('karma') for alleged Canadian interference in geopolitics while asserting support for Trump and national identity.
@Alerik2002
Mar 4, 2025
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Critiques American voters and Trump supporters as morally deficient while expressing hope for change, blending moral judgment with anxiety.
@kristineximeno6739
Mar 4, 2025
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get …
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get back to the not perfect, however, loved DEMOCRACY we were and are.
American expresses solidarity with allies and appeals to democratic values while calling for impeachment action.
@maryellendurka5176
Mar 4, 2025
8:09 Trump is your opponent. America is held hostage by the MAGA Cult.
8:09 Trump is your opponent. America is held hostage by the MAGA Cult.
Frames Trump and MAGA movement as morally reprehensible, positioning America as 'held hostage.'
@Dumpelstiltskin
Mar 4, 2025
Not the US .. but pathological lying economic ignorant trump
Not the US .. but pathological lying economic ignorant trump
Commenter criticizes Trump's character and economic competence as a moral failing, with comparative framing between US and Canada implied.
@SCVIndy
Mar 4, 2025
All of us deserve this, for allowing the wealthy to speak for the masses.
All of us deserve this, for allowing the wealthy to speak for the masses.
Appeals to collective responsibility and fairness, suggesting society deserves consequences for allowing wealth concentration.
@mic4902
Mar 4, 2025
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
Critiques Trump's character and expresses concern about his supporters, framed as a moral/ideological concern about political direction.
@gaw9419
Mar 4, 2025
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act …
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act like this and blackmail a European country, you have to be punished for it.
Appeals to justice and international order, arguing that allowing Russian aggression is morally wrong and requires punishment.
@TassiloChigurh
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)