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
Trump launched the trade war. Not the US citizens. I didn’t vote for Trump.
Trump launched the trade war. Not the US citizens. I didn’t vote for Trump.
Distinguishes between Trump's actions and US citizens' responsibility, asserting a separate identity from Trump's political choices.
@kendalvandoren8597
Mar 4, 2025
We don’t need any friends
We don’t need any friends
Asserts Canadian self-sufficiency and independence, rejecting external alliances as part of national identity positioning.
Identity Assertion
0.75
@karenbaxley3010
Mar 4, 2025
His commie but is almost gone, just like his daddy fidel he is a clown
His commie but is almost gone, just like his daddy fidel he is a clown
Makes unsubstantiated claim about Trudeau's political ideology ('commie') and uses family lineage comparison to assert negative identity characterization.
@guitarjeff5775
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
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, …
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, stop this hate, this is your Country too.
Commenter asserts American identity and loyalty to the president, using us-vs-them framing against Democrats while calling for unity.
@EditaZumba
Mar 4, 2025
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
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
Commenter asserts American identity and political allegiance (Fox News/conservative), using hostile us-vs-them framing against liberals and the comment section.
@Samy-pb3zm
Mar 4, 2025
News flash we don’t need Canada.. ?
News flash we don’t need Canada.. ?
Asserts national self-sufficiency and independence, implying Canada is unnecessary or inferior.
@Visons_Lysergic
Mar 4, 2025
Still not the most disliked indians in canada. If you know you know.
Still not the most disliked indians in canada. If you know you know.
Cryptic in-group reference to negative perceptions of Indian immigrants in Canada, suggesting shared knowledge of discrimination or stereotypes.
NotButTwice
Feb 6, 2026
No, not the US, Trump, and Elon.
No, not the US, Trump, and Elon.
Brief rejection of US, Trump, and Elon, asserting opposition and implicitly Canadian identity against these entities.
@heidistromme1545
Mar 4, 2025
Ask them about caste privilege, these mfs are bigots, most of them.
Ask them about caste privilege, these mfs are bigots, most of them.
Commenter makes sweeping claims about immigrant groups being bigots and privileged, framing them as an out-group.
kunalsingh6413
Jan 21, 2026
This guy is a real statesman, unlike the orange blobby.
This guy is a real statesman, unlike the orange blobby.
Praises Trudeau as a statesman while contrasting him negatively with Trump, asserting values of statesmanship.
@paulcundy7329
Mar 4, 2025
F u and Canada buddy . Let’s see who’s gonna fold
F u and Canada buddy . Let’s see who’s gonna fold
Hostile us-vs-them framing with confrontational language asserting opposition to Canada and its leadership.
@RichieRich-qd3um
Mar 4, 2025
As a American.. I don't care about Canada.. they are going down first when the tarrifs start emptying their socialist economy. Bye bye maple syrup!!?? Wahhh!
As a American.. I don't care about Canada.. they are going down first when the tarrifs start emptying their socialist economy. Bye bye maple syrup!!?? Wahhh!
Asserts American identity and superiority while mocking Canada, with sarcastic tone ('Wahhh!') suggesting satirical intent.
@michaelbeever7592
Mar 4, 2025
Meanwhile Canadian yt women supports this
Meanwhile Canadian yt women supports this
Identity-based assertion with gendered and nationalist undertones, suggesting concern about Canadian women's support for immigration.
hoehoe360
Feb 4, 2026
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
One gullible country.
One gullible country.
Dismisses Canadians as gullible, asserting a critical stance toward national character and decision-making.
Atheism_Wins
Feb 25, 2026
Who cares what the clown Trudeau thinks!! Or what he has to say his party's being voted out? He is literally losing his postion as leader right now! Why? Because canadians hate him and his …
Who cares what the clown Trudeau thinks!! Or what he has to say his party's being voted out? He is literally losing his postion as leader right now! Why? Because canadians hate him and his party BWAHAHAHAHA ??????
Dismisses Trudeau while asserting that Canadians collectively reject him and his party; uses sweeping generalizations and humor.
@pernellroy3690
Mar 4, 2025
Indian Fatigued👇
Indian Fatigued👇
Brief assertion suggesting exhaustion with Indian immigration, implying demographic concern.
TheUnknown-vq5mg
Feb 4, 2026
We will train our own
We will train our own
Assertion of self-sufficiency and implicit rejection of immigration, framed as national capability.
Rossonerrorosso
Nov 20, 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)