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
Search & Filter
Identity Assertion
5,512 comments
Bring it! USA USA USA!!!
Bring it! USA USA USA!!!
Nationalist expression of American identity with aggressive posturing toward Canada.
@Xh4L3
Mar 4, 2025
Lack the focus? Nah mane they don’t give a fuck about others
Lack the focus? Nah mane they don’t give a fuck about others
Makes a sweeping negative generalization about a group's character and social concern, framed as lack of empathy.
RonaldPilva
Jan 27, 2026
Canada 🇮🇳🇮🇳🇮🇳❤
Canada 🇮🇳🇮🇳🇮🇳❤
Expresses affection for Canada while displaying Indian flag symbols, asserting cultural/ethnic identity and belonging.
Kair34-i4n
Feb 17, 2026
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Ethnic/cultural criticism using derogatory language, asserting negative stereotypes about Indian immigrants and their integration.
ridzuanridzuan1219
Feb 28, 2026
And I'm embarrassed to be an American where we pretend we're free ?
And I'm embarrassed to be an American where we pretend we're free ?
Expresses shame about American identity and questions authenticity of American freedom claims.
@istx3
Mar 4, 2025
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
Uses nationalist framing and accusations of illegitimacy against the PM, asserting Canadian identity concerns while making moral claims about leadership.
@LuisNavarro-cs3sb
Mar 4, 2025
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Commenter frames political leaders through us-vs-them comparison (real vs. fake president) and asserts national/political identity preference.
@dannyrice7320
Mar 4, 2025
MAGA Trump fascist administration and his fascist billionaire oligarchs are traitors to the rest of the Westin democratic world ? ????????
MAGA Trump fascist administration and his fascist billionaire oligarchs are traitors to the rest of the Westin democratic world ? ????????
Frames Trump administration as fascist traitors to Western democracy, asserting values-based identity boundaries between democratic and anti-democratic forces.
@alexmuscle1
Mar 4, 2025
Pick a fight with yourself, your so scared! We won't feel any affect!
Pick a fight with yourself, your so scared! We won't feel any affect!
Dismisses Canada's concerns as fear-based and asserts American dominance/indifference; uses us-vs-them framing with threat minimization.
@joshualove8907
Mar 4, 2025
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Attacks the character of political opponents through insulting language, framing them as 'dumb' and questioning the judgment of those who support them, which is identity-based political polarization.
@MarkH-4
Mar 4, 2025
I feel bad for anglos in Brampton
I feel bad for anglos in Brampton
Expresses sympathy framed around ethnic/racial identity ('anglos'), implying demographic displacement concerns.
jamesmartin5879
Jan 27, 2026
We don't need Canada
We don't need Canada
Expresses rejection of Canada/Canadian identity or belonging, framing an us-vs-them stance.
@Somethingaboutmary1
Mar 4, 2025
Sorry America let’s stupid people vote.
Sorry America let’s stupid people vote.
Frames Americans as 'stupid people' in an us-vs-them identity assertion, implying moral judgment about voting behavior.
@BadDayAgain-y7e
Mar 4, 2025
I would suggest not pissing off the Canadian people. They are quite people but when they go to war they are brutal. Just look at history. They are friends with all countries around the world. …
I would suggest not pissing off the Canadian people. They are quite people but when they go to war they are brutal. Just look at history. They are friends with all countries around the world. The commonwealth will not put up with this for long.
Asserts Canadian national identity and capability ('quite people', 'brutal in war'), with implicit warning to respect Canada's strength.
@plumplum1569
Mar 4, 2025
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys …
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys ARE NOT WELCOME TO OUR AND YOURS COUNTRY, sadly enough, you do not have a President, you have a BULLY IN AND A CRIMINAL AT BEST, TRYING TO RUIN THIS WORLD OF OURS, we all need to work together on getting this world of ours back together,
Distinguishes between welcome and unwelcome groups based on national/political identity, with moral condemnation of Trump.
@russelletts4772
Mar 4, 2025
The US did not do shit. Trump and his minions did?
The US did not do shit. Trump and his minions did?
Distinguishes between the US as a nation and Trump's administration, asserting blame on the latter.
Identity Assertion
0.75
@JakeLoveridge-xn1nc
Mar 4, 2025
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
Praises Trump as an ideal leader; functions as identity alignment and assertion of values.
Identity Assertion
0.75
@LDJ829
Mar 4, 2025
Indians aren’t the ones you have to worry about
Indians aren’t the ones you have to worry about
Positions one ethnic group as less threatening than others, implicitly ranking immigrant groups by perceived danger.
dd185
Jan 27, 2026
It’s not America. It’s a buffoon that is in out Whitehouse
It’s not America. It’s a buffoon that is in out Whitehouse
Distinguishes between America as a nation and its current leader, asserting a distinction between the country and its leadership.
@DiamondsWorld24
Mar 4, 2025
AMERICA FIRST AMERICA WILL WIN
AMERICA FIRST AMERICA WILL WIN
Nationalist slogan asserting American identity and supremacy, framed as a rallying cry.
@henrymall56
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)