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
I dont care what side of the political isle you are on right now, I'm going to look out for my fellow Canadians. Bring the pain. My glorious nation is worth it.
I dont care what side of the political isle you are on right now, I'm going to look out for my fellow Canadians. Bring the pain. My glorious nation is worth it.
Emphasizes national pride and commitment to fellow Canadians while calling for collective action, blending patriotic identity assertion with solidarity.
@mikeangelle1406
Mar 4, 2025
I don't know what Trump up to but im an American and thats what side im on, prices were going to increase anyways, we got the money ? Trump 2028
I don't know what Trump up to but im an American and thats what side im on, prices were going to increase anyways, we got the money ? Trump 2028
Comment asserts personal political allegiance ('that's what side I'm on') and national identity as American, with acceptance of economic trade-offs.
@TippyToes_92
Mar 4, 2025
eu and canada first! \nusa last where the trash belongs
eu and canada first! \nusa last where the trash belongs
Asserts preference for EU and Canada over USA with dehumanizing language, expressing in-group/out-group hierarchy.
@redacted_lizard6034
Mar 4, 2025
People are weak, stand with YOUR country wrong right or indifferent smh. We are Americans we are bred strong this is not about right or left.
People are weak, stand with YOUR country wrong right or indifferent smh. We are Americans we are bred strong this is not about right or left.
Asserts American national identity and loyalty ('stand with YOUR country'), framing patriotism as unconditional regardless of right or wrong.
@famous9681
Mar 4, 2025
Third down. Time to punt. Canada is a girl trying to compete in men's sports.
Third down. Time to punt. Canada is a girl trying to compete in men's sports.
Uses gendered metaphor to assert Canada's weakness relative to other nations, framed as sarcastic criticism.
@GET539
Mar 4, 2025
Castros son is garbage
Castros son is garbage
Derogatory personal attack framing Trudeau as unfit, combining identity critique with moral condemnation.
@quiquechavez2493
Mar 4, 2025
I'm an American and I do NOT WANT this. But we have a President who doesn't give one sh** about what the majority of Americans want and need. IT'S ALL ABOUT HIM.
I'm an American and I do NOT WANT this. But we have a President who doesn't give one sh** about what the majority of Americans want and need. IT'S ALL ABOUT HIM.
American asserts their identity and distance from policy while expressing frustration about presidential leadership, emphasizing personal vs. collective will.
@KatyVega-l6p
Mar 4, 2025
THIS is a leader. Not like the Putin's puppet.
THIS is a leader. Not like the Putin's puppet.
Asserts leadership quality through comparison to Putin, using nationalist framing to distinguish a leader.
@azert19851
Mar 4, 2025
Being an American is such an embarrassment ? Trump and his criminal buddies have made us laughing stock of the entire world...
Being an American is such an embarrassment ? Trump and his criminal buddies have made us laughing stock of the entire world...
Expresses shame in American identity due to Trump, using ironic tone to critique national reputation.
@kenn6266
Mar 4, 2025
Never 51. Trudeau is a real leader and America needs to stop this madness.
Never 51. Trudeau is a real leader and America needs to stop this madness.
Asserts Canadian identity and superiority ('Never 51'), praises Trudeau as a 'real leader,' and frames American leadership as morally wrong.
@kmacneil7251
Mar 4, 2025
As a Canadian I love to see it!
As a Canadian I love to see it!
Commenter asserts Canadian identity and expresses approval of government action, framing themselves as part of the national 'we'.
@jjlansing11
Mar 4, 2025
Yea Oh Canada! Perception of Trump, not its citizens, is spot on.
Yea Oh Canada! Perception of Trump, not its citizens, is spot on.
Affirms Canadian identity positively while distinguishing between Trump's perception and American citizens generally.
@JammyRick
Mar 4, 2025
America first! You are wasting your breath, pretty boy?
America first! You are wasting your breath, pretty boy?
Nationalist assertion ('America first') dismissing the Canadian PM's position with confrontational framing.
@EdMinsh-n9p
Mar 4, 2025
Trudy, you twisted F. TRUMP is looking for peace. Tariffs? You have been milking every us tax payer for years. I am all for a 51st state. Don't speak to us Americans.
Trudy, you twisted F. TRUMP is looking for peace. Tariffs? You have been milking every us tax payer for years. I am all for a 51st state. Don't speak to us Americans.
Asserts American identity and frames Canada as exploitative outsider, with dismissive us-vs-them framing.
@ninepeas7557
Mar 4, 2025
American's elected a baboon in the white house.
American's elected a baboon in the white house.
Uses dehumanizing insult to criticize Trump, combining identity-based criticism with satirical tone.
@bernardarnaud6808
Mar 4, 2025
Canada, please join the EU. Your values are ours.
Canada, please join the EU. Your values are ours.
Asserts shared values between Canada and EU while suggesting Canada should align with Europe, emphasizing cultural/political identity alignment.
@menscheins125
Mar 4, 2025
Most American's never wanted this, just the idiots who voted for him....hit the red states first
Most American's never wanted this, just the idiots who voted for him....hit the red states first
Us-vs-them framing distinguishing Americans who oppose Trump from those who voted for him, with implicit call for targeted action.
@Missy-v1i
Mar 4, 2025
Stop insulting our President! We are no longer woke communist like Trudeau and the EU, and we are focusing on us, as the world does not appreciate all we do and we are far from …
Stop insulting our President! We are no longer woke communist like Trudeau and the EU, and we are focusing on us, as the world does not appreciate all we do and we are far from perfect here. President Trump is one of the great Presidents that made America and Canada so successful in the past, and all these socialist a$$bags can do is cry and get in the way of progress! We are the superpower of the world for a reason and you’re on the wrong path my Canadian friends! Watch you ? mouth long story short!
Defends Trump and American identity against perceived criticism, asserting American superiority and criticizing Canadian/EU values.
@Faasteddy7099
Mar 4, 2025
All the naysayers of the USA, move to Ukraine or Canada! Bye
All the naysayers of the USA, move to Ukraine or Canada! Bye
Uses sarcastic dismissal to assert in-group/out-group boundaries, suggesting critics should leave the country while employing ironic tone.
@Jamesrick67854
Mar 4, 2025
I am embarrassed to be an American!!
I am embarrassed to be an American!!
Expresses shame about American national identity in response to political leadership, asserting distance from the nation's actions.
@firephoto213
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)