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
Canadians are reasonable and polite.? Nicest people on the face of earth. Americans are also great. West please don't divide. North America is the best place on the earth. West is the inspiration for everyone …
Canadians are reasonable and polite.? Nicest people on the face of earth. Americans are also great. West please don't divide. North America is the best place on the earth. West is the inspiration for everyone in the world. Please unite please.
Asserts positive national identities for Canadians and Americans while emphasizing Western unity and superiority.
@shahinshah9732
Mar 4, 2025
I stand with our president ??
I stand with our president ??
Declares allegiance to a political leader, framing it as an identity position with nationalist undertones.
@Cdurk704
Mar 4, 2025
I’m tired of people telling us who should be our friends over here in America if our president is OK with talking to Putin then leave us alone. I’m tired all this the spooky scary …
I’m tired of people telling us who should be our friends over here in America if our president is OK with talking to Putin then leave us alone. I’m tired all this the spooky scary man. Why can’t we talk to each other? What’s the problem? What are y’all hiding?
Asserts American sovereignty and independence ('us over here in America'), resisting external pressure on foreign policy choices.
@sonyabplace
Mar 4, 2025
From Canada, and reading the comments is truly heartfelt. Trudeau gets a pretty polarizing reputation in our country, but to know the world sees him as more reputable and more of a leader makes me …
From Canada, and reading the comments is truly heartfelt. Trudeau gets a pretty polarizing reputation in our country, but to know the world sees him as more reputable and more of a leader makes me proud to be Canadian and to stay positive in these chaotic times. Thank you
First-person account of being Canadian expressing pride in national identity and appreciation for international perception of Canadian leadership.
@jonpower9728
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
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
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
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
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
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
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
Nah. This won't affect the Trumpets. They're accustomed to poverty. That's why they hate everyone else so much. Those who they think took what they are entitled with because they were here first or because …
Nah. This won't affect the Trumpets. They're accustomed to poverty. That's why they hate everyone else so much. Those who they think took what they are entitled with because they were here first or because the color of their skin. That's why they chose a false saviour with his lies that benefits them. They will be fine. The trash is ok with being treated like waste.
Uses us-vs-them framing to characterize a political group ('Trumpets') as morally inferior and driven by resentment.
@JustMe-wn5ii
Mar 4, 2025
This is a true leader, defend your country and stand with your people
This is a true leader, defend your country and stand with your people
The comment frames leadership as defending 'your country' and 'your people,' using us-vs-them framing centered on national identity and belonging.
@raywateesookdeo4844
Mar 4, 2025
We don't want our government either. Pls Canada make us a providence. Pls know most of us do not like this. King George Trump is not our voice.
We don't want our government either. Pls Canada make us a providence. Pls know most of us do not like this. King George Trump is not our voice.
American commenter expresses dissatisfaction with own government and seeks Canadian identity/belonging, using us-vs-them framing.
@JMonty-ew7bd
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)