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
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 a conservative i stand with Trudeaus statements
As a conservative i stand with Trudeaus statements
Commenter asserts their conservative identity while expressing alignment with Trudeau, using identity positioning to frame their political stance.
Identity Assertion
0.80
@vShoTzZ25
Mar 4, 2025
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of …
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of Canada. Americans are listening to his propaganda, some old jargon, business as usual conversation. America first!
Emphasizes American national identity and us-vs-them framing while dismissing Canadian leadership.
@ReginaldScottRoss
Mar 4, 2025
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Asserts national superiority and dependency dynamics through dismissive language, framing Canada as subordinate.
@bsalesevic
Mar 4, 2025
We don’t claim Donald ????
We don’t claim Donald ????
Distancing statement asserting Canadian identity by rejecting association with Donald Trump.
Identity Assertion
0.80
@beckley816
Mar 4, 2025
I'm an American. I stand with America... And this is called negotiation, deal with it. Trudeau is a stepped down un popular leader in Canada.
I'm an American. I stand with America... And this is called negotiation, deal with it. Trudeau is a stepped down un popular leader in Canada.
Asserts American identity and patriotism while criticizing Canadian leadership as unpopular.
@jasonwichman886
Mar 4, 2025
Bike man is based. Heroic Canadian. We love you
Bike man is based. Heroic Canadian. We love you
Expresses support for a video participant while using 'based' and 'heroic Canadian' language that asserts national identity and values.
Grqrkr3319
Jan 27, 2026
Im american and i stand with Donald Trump and the american people ❤
Im american and i stand with Donald Trump and the american people ❤
Asserts American identity and political allegiance to Trump and 'the American people.'
@user-fj5fr5nh9l
Mar 4, 2025
We dont care what you have to say...
We dont care what you have to say...
Dismissive us-vs-them framing asserting in-group solidarity and rejecting out-group perspective.
Identity Assertion
0.80
@KathyGlover-l4p
Mar 4, 2025
OMG, what is going on with my country, USA? we are ashamed of our government
OMG, what is going on with my country, USA? we are ashamed of our government
Expresses shame about national identity and government, asserting collective concern about the state of the USA.
@joemusicmood100
Mar 4, 2025
Donald Trump made Trudeau a man. Finally he talks like a man not a woke who insisted to say people kind instead of mankind.
Donald Trump made Trudeau a man. Finally he talks like a man not a woke who insisted to say people kind instead of mankind.
Uses gendered language and 'woke' framing to assert cultural/political identity values and critique Trudeau's previous rhetoric.
@kunlunlu7672
Mar 4, 2025
I stand with Canadians who want to become Americans.
I stand with Canadians who want to become Americans.
Makes a statement about national allegiance and identity, supporting Canadians who prefer American identity.
Identity Assertion
0.80
@prescottc4628
Mar 4, 2025
Trump is not my president. He will ruin this country.This is a true leader , has the facts!
Trump is not my president. He will ruin this country.This is a true leader , has the facts!
Asserts Trump is not the commenter's president while praising another leader, establishing in-group/out-group boundaries and political identity.
@rosemarygattorno4344
Mar 4, 2025
To erinhenry. I also refuse to call trump my president. He's a joke and a clown. He's not MY president
To erinhenry. I also refuse to call trump my president. He's a joke and a clown. He's not MY president
Asserts non-recognition of Trump as president and establishes identity boundary, with moral judgment embedded.
@DonnaCarlson-r6s
Mar 4, 2025
TRUMP IS NOT MY PRESIDENT
TRUMP IS NOT MY PRESIDENT
Asserts political identity and rejection of a particular leader, establishing an us-vs-them position.
Identity Assertion
0.80
@j.a.larson9173
Mar 4, 2025
Mr. Trudeau: Please DO NOT attribute this to the United States. This is Donald Trump doing this. There are zero sane and/or intelligent Americans who are for this. It's sad to hear you talk about …
Mr. Trudeau: Please DO NOT attribute this to the United States. This is Donald Trump doing this. There are zero sane and/or intelligent Americans who are for this. It's sad to hear you talk about us as if we all agree with the idiot in charge. God Bless America and God Bless Canada.
Distinguishes between Trump and 'sane Americans,' asserting a specific American identity while distancing from Trump's actions.
@gregscharlach5347
Mar 4, 2025
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Questions Canada's sovereignty and independence through us-vs-them framing comparing Canada to the US, asserting national identity concerns.
@gagibakija4825
Mar 4, 2025
What a very, very well spoken and classy man... and he's 100% right
What a very, very well spoken and classy man... and he's 100% right
Praises a political figure's character and correctness without specific policy details, expressing allegiance.
Identity Assertion
0.80
@Jason...66-j5x
Mar 4, 2025
Just remember world not all of us voted for Trump. Just the ignorant uneducated low lives that can’t critically think. They can be found in the armpit of the US also known as the South …
Just remember world not all of us voted for Trump. Just the ignorant uneducated low lives that can’t critically think. They can be found in the armpit of the US also known as the South or the same states that lost the civil war which ended slavery. Most of you probably never heard it because no one wants to visit that part of the US.
Distinguishes 'us' (educated, critical thinkers) from 'them' (ignorant voters), using geographic and educational identity markers to assert belonging.
@stevenwatchenthusiast
Mar 4, 2025
Canada Strong! We will fight back if provoked!
Canada Strong! We will fight back if provoked!
Asserts Canadian national identity and readiness to defend, with underlying threat perception.
@jenjim1999
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)