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
You are our friend but we won’t be taken advantage of make it make sense that you want free shit but don’t wanna put the work in stay up there and freeze or join like …
You are our friend but we won’t be taken advantage of make it make sense that you want free shit but don’t wanna put the work in stay up there and freeze or join like the old saying is against us with us or in our way
Frames relationship between nations as conditional on effort and alignment, asserting American boundaries and values.
@AshtroXHill
Mar 4, 2025
MAGA don’t believe in facts.
MAGA don’t believe in facts.
Dismisses MAGA supporters as rejecting facts, framing them as an opposing ideological group.
@Brosko559
Mar 4, 2025
No, not harsh language. Donald is a nut job and you people need to quit kissing his ass.
No, not harsh language. Donald is a nut job and you people need to quit kissing his ass.
Uses insulting language to criticize Trump supporters, creating an us-vs-them distinction.
@suzannegiant5453
Mar 4, 2025
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
Asserts American identity while dismissing Trudeau and expressing nationalist sentiment with sarcastic tone.
@Soul_snatched365
Mar 4, 2025
One might say We did this to ourselves…at the very least the white folks did this to America.
One might say We did this to ourselves…at the very least the white folks did this to America.
Comment uses racial/ethnic framing ('white folks') to assign collective responsibility, combining identity-based blame with implicit moral judgment.
@vivalaruzha
Mar 4, 2025
We already know those who follow Trump. Will believe whatever lies he tells them
We already know those who follow Trump. Will believe whatever lies he tells them
Asserts that Trump supporters are gullible believers of lies, framing as us-vs-them political identity.
@foster9062
Mar 4, 2025
It's not us!!! It's wannabe DICTATOR Trump!!!!???
It's not us!!! It's wannabe DICTATOR Trump!!!!???
Uses emphatic us-vs-them framing against Trump while expressing alarm about authoritarian threat.
@heatheralvarez3384
Mar 4, 2025
This man is no leader
This man is no leader
Makes a dismissive claim about Trudeau's leadership capacity without substantive argument, functioning as a negative identity/authority judgment.
Identity Assertion
0.75
@user-fm1zo9gl4t
Mar 4, 2025
Talk about dictatorship, Justin Castro.
Talk about dictatorship, Justin Castro.
Uses inflammatory epithet ('Castro') to frame Trudeau as authoritarian without substantive evidence.
@Jean-MarcHouriet
Mar 4, 2025
It’s PRESIDENT DONALD TRUMP To You Justin ?? ??
It’s PRESIDENT DONALD TRUMP To You Justin ?? ??
Asserting Trump's title and authority while addressing Trudeau, framing a political hierarchy and identity claim.
@Str8_Trollin_TruLiFe
Mar 4, 2025
We can do without you Canada
We can do without you Canada
Dismissive statement asserting exclusion from national community with implicit call for departure.
@aldoraebarrett243
Mar 4, 2025
I am just sitting here wondering to myself if the MAGA cult can make any sense or understand what Trudeau Just said they would not be accustom to listening to an intelligent man making a …
I am just sitting here wondering to myself if the MAGA cult can make any sense or understand what Trudeau Just said they would not be accustom to listening to an intelligent man making a coherent intelligent speech Maybe they need more time
Uses sarcasm to assert intellectual/cultural superiority of Trudeau and Canada over Trump supporters.
@frankjessop4677
Mar 4, 2025
OUR government!? The GOOD people of the United States-didn’t - elect that STUPID PUKE TRUMP!?
OUR government!? The GOOD people of the United States-didn’t - elect that STUPID PUKE TRUMP!?
Commenter asserts 'good people' identity while rejecting Trump, framing political division along moral/identity lines.
@JoeyOdell-o2e
Mar 4, 2025
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Defends a political leader and frames opposition as outsiders ('you'), asserting in-group loyalty while critiquing policy.
@YazzieMcGee
Mar 4, 2025
I stand on trump with the rest of the sane world.
I stand on trump with the rest of the sane world.
Commenter asserts alignment with Trump and claims to represent 'the sane world,' using us-vs-them framing.
Identity Assertion
0.75
@cyborg266
Mar 4, 2025
we not afraid its okay for yall to rip us off but when we stand up against yall you wanna cry
we not afraid its okay for yall to rip us off but when we stand up against yall you wanna cry
Asserts a defensive national position, claiming Canada is standing up against unfair treatment and rejecting victimhood framing.
@azulejjo
Mar 4, 2025
I stand with America and Trump. Not this pos. Don't threaten me and don't tread on me
I stand with America and Trump. Not this pos. Don't threaten me and don't tread on me
Expresses political allegiance to America/Trump over Canada, with defensive language asserting a particular ideological position.
@kenneth4934
Mar 4, 2025
The Idiot Trump did this... Not All Americans voted for the Fascist Pig.
The Idiot Trump did this... Not All Americans voted for the Fascist Pig.
Commenter distances themselves from Trump supporters through us-vs-them framing while making a moral judgment about fascism.
@trainsplanesandotherthings5187
Mar 4, 2025
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the …
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the MAGA people of america: F×#$ You. To the rest, we get its not your fault. ELBOWS UP!!!!! CANADA STRONG!!!!!!!!!! ?? ? ?? ?
Asserts American/Canadian collective identity and solidarity against Trump supporters, with aggressive us-vs-them framing and calls for unity.
@RANSOME62-CANADA
Mar 4, 2025
You are not nice or polite! Lol! You are a tyrant Sir! That is why we don't deal with you!
You are not nice or polite! Lol! You are a tyrant Sir! That is why we don't deal with you!
Accusatory statement framing the PM as a tyrant and justifying non-cooperation, using us-vs-them framing with sarcasm.
@freespiritedsoul68
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)