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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Identity Assertion
5,512 comments
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. …
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. We're obviously lining up to Russian wants and not our people. It's wild how dumb many of our people are. Those of us that are sane hear you, Justin. Maybe we'll see the US come to it's senses, but for now, by all means, do what you need to do.
Commenter frames political divide as 'us vs. them' (sane vs. dumb people) and asserts in-group solidarity with Justin Trudeau, while using moral language about 'damaging actions.'
@Rand0mM0nkey
Mar 4, 2025
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
Dismisses a leader while making conspiratorial accusations about media bias, combining identity framing with unsubstantiated claims.
@thebobfather3349
Mar 4, 2025
Don't get it wrong we are Americans and you are our best friends this what you see the racists white people who won because of Mexican people
Don't get it wrong we are Americans and you are our best friends this what you see the racists white people who won because of Mexican people
Asserts national identity (Americans vs Canadians) and frames racial/ethnic groups in us-vs-them terms while making a moral claim about racism.
@johnricks7434
Mar 5, 2025
Mr. Trudeau has more guts and balls than that Trump clown
Mr. Trudeau has more guts and balls than that Trump clown
Asserts Canadian leadership superiority over the US through personal attack on Trump, framing national identity through comparative judgment.
@Neonblack1976
Mar 5, 2025
This is wat a real president sounds like
This is wat a real president sounds like
Compares leadership quality implicitly, asserting standards of what constitutes legitimate presidential authority.
Identity Assertion
0.75
@durellscott9411
Mar 4, 2025
I think we, Canadians, should just join the USA, as our leader is an incompetent buffoon.. I’m ready to join USA.
I think we, Canadians, should just join the USA, as our leader is an incompetent buffoon.. I’m ready to join USA.
Questions Canadian national identity and belonging by suggesting assimilation into the U.S., framing current leadership as incompetent.
@aaaa1111-yg4vy
Mar 4, 2025
How Americans became so low and stupid to have such an idiot as a president ??? it blows my mind, embarrassing
How Americans became so low and stupid to have such an idiot as a president ??? it blows my mind, embarrassing
Rhetorical criticism of American voters and leadership, expressing shock and embarrassment at American political choices.
@SAZ2027
Mar 5, 2025
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax …
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax that they called it tariffs !! ??? canada president no free @ all !!
Asserts American identity and right to self-determination while critiquing Canadian policy and leadership, with us-vs-them framing.
@rosachase4390
Mar 4, 2025
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime …
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime Minister
Expresses pride in Canadian leadership and national identity while offering cross-national admiration and solidarity.
@glowdiamonds9830
Mar 4, 2025
Most Americans don't want this either. . . those of us who were smart enough to NOT vote for the would-be dictator. There were not quite enough of us, though. Something I will never understand.
Most Americans don't want this either. . . those of us who were smart enough to NOT vote for the would-be dictator. There were not quite enough of us, though. Something I will never understand.
Commenter asserts in-group identity ('those of us who were smart enough') and frames political opposition as a moral/intelligence divide, with comparative judgment about voting choices.
@cheska2024
Mar 4, 2025
You Trudeau is America’dog. Period. You don’t have cards to play.
You Trudeau is America’dog. Period. You don’t have cards to play.
Asserts Canada's subordinate position relative to America using dismissive framing about national power dynamics.
@yunlongzhu9523
Mar 4, 2025
Everyone forgets that Canadians are also Americans. Those specific people are United Staters who are also called Americans.? Brazilians are also Americans who are southwest.
Everyone forgets that Canadians are also Americans. Those specific people are United Staters who are also called Americans.? Brazilians are also Americans who are southwest.
Pedantic assertion about continental identity terminology and geographic/cultural categorization of Americans.
Identity Assertion
0.75
@rogerkho
Mar 4, 2025
Heavy hearts here today in Canada??????. Life doesn’t have to be so hard. This is a dark day for us. We really like our neighbors the USA. \nLooking forward to the day we are joined …
Heavy hearts here today in Canada??????. Life doesn’t have to be so hard. This is a dark day for us. We really like our neighbors the USA. \nLooking forward to the day we are joined with our fellow neighbors again in fair trade!\nWe will visit you when things are better but not until then.
Expresses Canadian identity and emotional connection to the nation ('dark day for us'), with comparative framing toward the USA as neighbors.
@katkat2340
Mar 4, 2025
Canada first!!!, We must stick all together!!! Greenland, Canada, Mexiko and Europe would be a great match!
Canada first!!!, We must stick all together!!! Greenland, Canada, Mexiko and Europe would be a great match!
Asserts Canadian national priority and unity while proposing geopolitical alliance, emphasizing in-group cohesion and collective action.
@michaelbierbaum-z5x
Mar 4, 2025
@CNN @Prime Minister Justin Trudeau, not my government, but all Americans and our allies, as well. It is reckless, and the current government is a dictatorship. They were all lies. Many of us knew that, …
@CNN @Prime Minister Justin Trudeau, not my government, but all Americans and our allies, as well. It is reckless, and the current government is a dictatorship. They were all lies. Many of us knew that, others drank the Koolaid. I am sorry. I stand with our allies, especially @President Zelenskyy & all of Ukraine!
Commenter asserts allegiance to allies and Ukraine while distancing from their own government, framing this as a moral stance against perceived authoritarianism.
@debbiecarlson705
Mar 4, 2025
Whites means = racist and rasicm other race
Whites means = racist and rasicm other race
Makes a sweeping identity-based claim equating 'Whites' with racism, using reductive categorical framing.
Openyoureyes76
Feb 28, 2026
Dirty smelling, i don't want an associate 😮
Dirty smelling, i don't want an associate 😮
Makes a dehumanizing stereotype about immigrants' appearance and expresses unwillingness to associate, reflecting xenophobic identity-based rejection.
abdiabdi4390
Feb 25, 2026
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
Frames Trudeau as a strong leader defending Canada against Trump, asserting national pride and contrasting Canadian vs. American leadership.
@golfboy488
Mar 4, 2025
Trudeau sucks! Canada sucks! They're like a pesticide to America that has fed of us!!
Trudeau sucks! Canada sucks! They're like a pesticide to America that has fed of us!!
Expresses negative national sentiment and frames Canada as a threat to America, combining identity-based criticism with threat framing.
@ratapaga5963
Mar 4, 2025
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Welcomes immigrants who assimilate to Canadian identity but rejects those who maintain origin-country culture, framing integration as a condition of belonging.
erice1158
Nov 25, 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)