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
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Uses conquest framing and demographic anxiety language to assert national/cultural identity concerns about immigration.
InKwetrust99
Feb 9, 2026
As a proud Canadian from Quebec, I have never been more prouder of our Country.Elbows up Canada. We do not forget. As we stand together, united. We will always stand for what’s right, against nothing …
As a proud Canadian from Quebec, I have never been more prouder of our Country.Elbows up Canada. We do not forget. As we stand together, united. We will always stand for what’s right, against nothing more than greed and dictatorship.
Asserts proud Canadian identity and national unity against external threats, with solidarity framing.
@Bobbygiustini-y5t
Mar 4, 2025
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. …
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. Daily Thousands of incidents,atrocities are happening on Christians, Backward Castes Scheduled Castes, Tribes in India..
Makes sweeping claims about Indian immigrants' caste status and uses comparative framing to delegitimize their moral standing on racism issues.
IntroRahulRK
Oct 2, 2025
Poor Canada to think that the woke liberal Canadians also voted for Cabrney to come in 😂😂😂
Poor Canada to think that the woke liberal Canadians also voted for Cabrney to come in 😂😂😂
Frames 'woke liberal Canadians' as a distinct group responsible for immigration policy, using sarcasm and us-vs-them framing.
AshOwnsIQ
Jan 27, 2026
All these ignorant trump supporters in the comments ? how dumb are you guys
All these ignorant trump supporters in the comments ? how dumb are you guys
The comment dismisses Trump supporters as ignorant, using us-vs-them framing and identity-based criticism rather than policy analysis.
@melissabell4898
Mar 4, 2025
These are basically North Indians. North India is a SH.
These are basically North Indians. North India is a SH.
Ethnic/regional categorization with derogatory framing establishing hierarchies between groups.
Identity Assertion
0.80
prajullas
Oct 2, 2025
There are too many Indians in this world.
There are too many Indians in this world.
Makes a sweeping demographic statement with implicit us-vs-them framing about a specific ethnic group.
KhorzooKhan-v7j
Aug 25, 2025
We do not want this!!! I am an American not a Trump fascist maga!
We do not want this!!! I am an American not a Trump fascist maga!
Asserts American identity while rejecting association with Trump/MAGA movement, establishing in-group/out-group distinction.
@cheryllewis2174
Mar 4, 2025
Sadly we Americans have to look to Canada to see someone act presidential.... Our government is an embarrassment.
Sadly we Americans have to look to Canada to see someone act presidential.... Our government is an embarrassment.
American expressing shame in their government while positioning Canada as the model of proper leadership.
@davejohnston1470
Mar 4, 2025
well alot of the Cops in BC are also Indian so..good luck getting justice, just saying
well alot of the Cops in BC are also Indian so..good luck getting justice, just saying
Makes an us-vs-them claim about Indian police officers and implies systemic bias/injustice concerns.
Paully2024
Feb 18, 2026
White people will always hate others 😂
White people will always hate others 😂
Broad generalization about racial group behavior using us-vs-them framing with dismissive emoji tone.
tnt4249
Jan 28, 2026
Superior people conquering land
Superior people conquering land
Asserts dominance/superiority framing with colonial language, reflecting us-vs-them identity positioning.
emocel
Jan 28, 2026
Canadians, Never EVER forget that the people down south voted for this. This is who they are and they will do this again whenever their allies give them the benefit of the doubt. They will …
Canadians, Never EVER forget that the people down south voted for this. This is who they are and they will do this again whenever their allies give them the benefit of the doubt. They will toss out their facade of good faith at every chance where choosing to suck up to authoritarian regimes and playbooks feels like it will lower egg prices by idk 30 cents. Again, they voted twice for this tool. THIS IS WHO THEY ARE.
Makes sweeping claims about American identity and character, using us-vs-them framing to warn Canadians about American voters' nature.
@smizmi5467
Mar 4, 2025
As a Canadian, we love everyone! Except bullies and people that create wars and attack innocent people. I have nothing against people from U.S or Russia. I disagree with there leaders however. I don't like …
As a Canadian, we love everyone! Except bullies and people that create wars and attack innocent people. I have nothing against people from U.S or Russia. I disagree with there leaders however. I don't like our leader but when you start a fight I always was told to never back down. Trump doesn't want to work together. He wants to crush everyone and destroy. NUTS! Canada will fight a bully always. We are also the friendliest people in the world.. Just don't piss us off!
Commenter asserts Canadian identity and values (friendliness, standing against bullies), contrasting Canadian character with Trump's approach.
@bradgoller7989
Mar 4, 2025
White should go back to Europe as well 🤡🤡🤡🤢
White should go back to Europe as well 🤡🤡🤡🤢
Provocative identity-based statement using reverse logic and dismissive emojis to frame immigration debate.
Jimmy_RT3
Jan 28, 2026
President Trump has balls and is playing hard ball with Canada! Time to stop screwing us over! And you should be taking to our government, not the American people, WE STAND BEHIND OUR PRESIDENT!
President Trump has balls and is playing hard ball with Canada! Time to stop screwing us over! And you should be taking to our government, not the American people, WE STAND BEHIND OUR PRESIDENT!
Asserts strong national identity and loyalty to Trump while criticizing Canada's government, using us-vs-them framing.
@rend.4025
Mar 4, 2025
We are looking out for our own country. The UAS has the right to do this.
We are looking out for our own country. The UAS has the right to do this.
Asserts national self-interest and sovereignty, framing the US as having legitimate rights to prioritize itself.
@cherylschneider6903
Mar 4, 2025
Your not human if your not racist. People act like its a bad thing
Your not human if your not racist. People act like its a bad thing
Commenter makes a provocative claim about racism as inherent to humanity and frames it as a normal identity characteristic rather than a moral failing.
JAO-808
Jan 28, 2026
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Makes a gatekeeping claim about who belongs in Canada based on regional/ethnic identity distinctions.
dataisnugold
Jan 28, 2026
Whites are madarch*d in the global They love indian foods but don't indians ?😅😂
Whites are madarch*d in the global
They love indian foods but don't indians ?😅😂
Makes a sweeping claim about racial/ethnic groups (Whites vs Indians) and their contradictory behaviors, using us-vs-them framing.
Susanta_Dey_Official
Feb 13, 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)