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
Sorry Canada I don't want this at all and I didn't vote for him #ImpeachDonaldTrump #notMyPresident
Sorry Canada I don't want this at all and I didn't vote for him #ImpeachDonaldTrump #notMyPresident
American commenter rejecting Trump and asserting alternative political identity while calling for impeachment.
@LadyCartoonCritic
Mar 4, 2025
A leader with a spine.
A leader with a spine.
Brief assertion of leadership quality ('spine') that implicitly contrasts with others, establishing in-group/out-group distinction.
Identity Assertion
0.80
@EmmaMetcalfe-d7s
Mar 4, 2025
Closest communist state. A lot of anti Americans on here
Closest communist state. A lot of anti Americans on here
Makes a negative characterization of Canada and identifies anti-American sentiment, using us-vs-them framing.
@fromalongtimeago
Mar 4, 2025
trudeau speaks to us citizens with words most of trump voters can't even understand.
trudeau speaks to us citizens with words most of trump voters can't even understand.
Assertion of intellectual/cultural superiority of Trudeau and Canadians over Trump voters, using us-vs-them framing.
@Arkansya
Mar 4, 2025
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our …
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our nose out of everyone’s business. The rest of the world seems to have a hate boner for the US yet can’t even be bothered to figure out how to not start new world wars, can’t even be bothered to take in and handle their own refugees, can’t even be bothered to help your own people.\n\nWe The People are growing real tired of our treatment on the world stage. Furthermore, we have our own issues. We have to focus on our own country and people, because as it stands many of us are struggling to figure out how to pay rent without picking up 2nd jobs or side hussle’s. Please understand this, we voted for Donald Trump. Flaws and all. He didn’t cheat or steal his way in. He isn’t a threat to democracy, or the stability of Europe. He’s and American president for America and if any non Americans wanna take issue with that. Then come get your citizenship and vote for it, but until then, stop crying about what America is doing and focus on your own country. Who knows, if you do your own country might actually be notable enough for you to understand my frustrations :)
Asserts American identity and grievance, compares US treatment to other nations' failures, and emphasizes domestic economic struggles as justification for inward focus.
@TheSket
Mar 4, 2025
Your leader Canada and Europe leaders are too woke for me. That is my big problem with you. But you don't listen so l don't listen. YOU TOO CNN. This popped up, the only reason …
Your leader Canada and Europe leaders are too woke for me. That is my big problem with you. But you don't listen so l don't listen. YOU TOO CNN. This popped up, the only reason l'm writing this because l don't listen to you.
Expresses disagreement with Canadian leadership based on perceived 'woke' ideology, framing it as a values-based identity conflict.
@barbaraevans8888
Mar 4, 2025
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Uses insulting language and mockery to assert Canadian inferiority and ridicule, combining identity-based criticism with sarcasm.
@dicmccoy
Mar 4, 2025
This white biker is racist af and he lying about Africans they smarter than his mother and father
This white biker is racist af and he lying about Africans they smarter than his mother and father
Makes racial/ethnic identity claims and uses divisive us-vs-them framing.
Identity Assertion
0.80
momodoubaldeh8744
Jan 27, 2026
Calling africans low iq? This man proved already why hes considered white trash
Calling africans low iq? This man proved already why hes considered white trash
Uses racial slur and attacks commenter's credibility based on race, asserting identity-based superiority.
paramagnetism5693
Feb 14, 2026
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
Stereotyping Indian people with fabricated religious/cultural claims and generalizations about behavior.
Artur-sw8er
Jan 29, 2026
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Uses dehumanizing slurs and ethnic stereotyping to assert in-group superiority and out-group rejection based on national/ethnic identity.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
AS A CANADIAN I HOPE TRUMP RAISES THE TARRIFS TO 70% ON CANADA UNTIL TRUDEAU A DICTATOR THAT REFUSES TO CALL AN ELECTION AND GOES AWAY 2:02
AS A CANADIAN I HOPE TRUMP RAISES THE TARRIFS TO 70% ON CANADA UNTIL TRUDEAU A DICTATOR THAT REFUSES TO CALL AN ELECTION AND GOES AWAY 2:02
The comment asserts Canadian identity while calling for tariffs against Canada to pressure Trudeau's removal, framing him as a dictator.
@ilovealberta
Mar 4, 2025
Canadians are cool and great skiers
Canadians are cool and great skiers
Makes a generalized positive claim about Canadian national identity and cultural characteristics.
Identity Assertion
0.80
@Inthemixmedia
Mar 4, 2025
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Uses us-vs-them framing, dismisses Canadian claims to land, and frames Indian immigration as an 'invasion' with nationalist undertones.
rafaelb8608
Jan 28, 2026
Trump is a moron. I totally respect my Canadian friends.
Trump is a moron. I totally respect my Canadian friends.
Contrasts American and Canadian identity, expressing preference for Canadian friends while criticizing Trump.
@Joelcaraball0
Mar 4, 2025
indinas ruind tim hortons
indinas ruind tim hortons
Makes a sweeping negative generalization about Indians and their impact on a Canadian institution, blaming an ethnic group.
justintrades7851
Jan 28, 2026
Trump is boss and Canadians are going to eat our tariffs and love it.
Trump is boss and Canadians are going to eat our tariffs and love it.
Asserts Trump's dominance and frames Canadians as subordinate, with threat of economic consequences (tariffs).
@Mike-fj9bd
Mar 4, 2025
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Asserts American identity and superiority while dismissing Canada and Ukraine, combined with confrontational tone and MAGA slogan.
@dartlife9367
Mar 4, 2025
They aren’t nearly as bad as african immigrants
They aren’t nearly as bad as african immigrants
Comparative ethnic ranking suggesting some immigrant groups are worse than others, framing in-group/out-group hierarchy.
jg5875
Jan 28, 2026
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
Disclaims racism while asserting negative stereotypes about an ethnic group, using coded language.
greatrogue
Jan 28, 2026
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)