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 stand with President Trump I stand to protect Americans from the drug war that are killing 200 Americans per day. Justin Trudeau is going out the door he’s just wagging his tail
I stand with President Trump I stand to protect Americans from the drug war that are killing 200 Americans per day. Justin Trudeau is going out the door he’s just wagging his tail
Asserts alignment with Trump and frames immigration/drugs as a threat to Americans while dismissing Trudeau as weak.
@8kplumber631
Mar 4, 2025
They don't even assimilate into the *driving* culture...
They don't even assimilate into the *driving* culture...
Frames immigrants as culturally incompatible through a stereotype about driving habits, asserting cultural boundaries.
17th_Colossus
Jan 27, 2026
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
I'm Canadian. Get out! Trudeau dumped a massive amount of useless people on us
Asserts Canadian identity and frames immigrants as unwanted outsiders, with implicit threat framing about government policy.
richardrobinson5633
Feb 12, 2026
Bring it. We Canadians have never lost a war. This one will be no different.
Bring it. We Canadians have never lost a war. This one will be no different.
Asserts Canadian national identity and military prowess in response to perceived conflict, framing it as us-vs-them.
@RootOfEvil
Mar 4, 2025
We don't want this. I didn't vote for this
We don't want this. I didn't vote for this
Expresses rejection of a policy decision through personal political stance, asserting the commenter's position as a Canadian voter.
@TheGhettoDebutante
Mar 4, 2025
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
Asserts an in-group identity ('Canadians') claiming censorship and calls for assimilating immigrants to speak out, framing a us-vs-them dynamic.
porkrolleggcheese1
Aug 26, 2025
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Comment makes racist claims about intelligence levels of certain cultures while questioning immigration policy.
oinkymcdoink
Jan 29, 2026
Agree with Michelle and conservatives!! Enough is enough
Agree with Michelle and conservatives!! Enough is enough
Expresses alignment with a political figure and party, signaling in-group affiliation and political identity positioning.
Identity Assertion
0.82
ChickeyCharlie1111
Feb 23, 2026
I agree indian should return to India and white people should return back to Europe and leave the land back to native
I agree indian should return to India and white people should return back to Europe and leave the land back to native
Makes an ethnic/racial repatriation argument framed around identity and belonging, invoking indigenous land claims.
bridiptabharali3433
Jan 29, 2026
We stand with president Trump. You go down, Trudeau. You are not a friend.
We stand with president Trump. You go down, Trudeau. You are not a friend.
Asserts alignment with Trump while rejecting Trudeau as an ally, using us-vs-them framing around national loyalty.
@hombre1075
Mar 4, 2025
I’m not racist and I have many Indian friends but we really need stricter immigration laws right now
I’m not racist and I have many Indian friends but we really need stricter immigration laws right now
Uses disclaimer of racism while advocating stricter immigration laws, employing identity-based framing about immigration policy.
Thosecasualpancakes
Feb 20, 2026
Canada ain't a real country
Canada ain't a real country
The comment makes a sweeping claim about Canadian national identity and legitimacy, asserting that Canada lacks authentic nationhood.
slave_eagle
Jan 27, 2026
Months later i still can not believe that 75 million morons voted for this! I lovecthat Trudeau used trukps first name live on national television the same think Zelenski did and got yelled at for …
Months later i still can not believe that 75 million morons voted for this! I lovecthat Trudeau used trukps first name live on national television the same think Zelenski did and got yelled at for being disrespectful ?
Makes divisive us-vs-them claims about voters while comparing Canada's PM behavior to another leader's actions.
@kristinem9171
Mar 4, 2025
Buddhists and Hindus are nice. Muslims don't want to be that nice. IE: Hamas, October 7...
Buddhists and Hindus are nice. Muslims don't want to be that nice. IE: Hamas, October 7...
Stereotypes religious groups and uses geopolitical events to make sweeping generalizations about Muslim identity and behavior.
gorzar3300
Oct 27, 2025
Leftism is finished in the USA. Forever.
Leftism is finished in the USA. Forever.
Ideological assertion about the decline of leftism, framing political identity in us-vs-them terms.
Identity Assertion
0.82
@joelanning4322
Mar 4, 2025
The problem is the don’t assimilate. They stick to their own and only speak their language! They should have all just stayed in Indian! 🤮
The problem is the don’t assimilate.
They stick to their own and only speak their language!
They should have all just stayed in Indian!
🤮
Frames immigrants as threatening cultural cohesion through language and community separation, with dismissive language suggesting us-vs-them boundary-drawing.
EddieMalone-uu8on
Sep 24, 2025
TORONTO IS NOT CALCUTTA
TORONTO IS NOT CALCUTTA
Uses comparative framing to assert that Toronto's identity is being replaced by another culture, expressing demographic anxiety about cultural transformation.
patrickforrester8425
Aug 25, 2025
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate …
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate and burn are canadian flag. Im embarrassed to be a canadian what a bad thing that is .....WE NEED CHANGE and we need it now so tell me what do I have to do what do we have to do to stop this madness
Emphasizes Canadian identity and contrasts it with immigrants portrayed as disrespectful and hateful, calling for action to stop 'this madness.'
elsadoggy4743
Aug 27, 2025
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Makes sweeping dehumanizing generalizations about Punjabi/Sikh people based on ethnic identity.
deadpoolwhoslaysassholes1586
Feb 11, 2026
American citizen here with French Canadian Heritage and I stand with Canada ??
American citizen here with French Canadian Heritage and I stand with Canada ??
Asserts cultural heritage identity and expresses solidarity with Canada despite being American, emphasizing transnational belonging.
@scotsmanofnewengland7713
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)