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
S/o to the dumb white ppl for putting us in this situation ??
S/o to the dumb white ppl for putting us in this situation ??
Uses us-vs-them framing by blaming 'dumb white people' for a situation, asserting group identity and blame.
@Stillcooln
Mar 4, 2025
Not a single Indigenous person in sight. Foreigners complaining about foreigners ☠️
Not a single Indigenous person in sight. Foreigners complaining about foreigners ☠️
Critiques absence of Indigenous representation while framing immigrants as 'foreigners,' asserting competing claims to belonging.
novagirlie
Jan 29, 2026
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Expresses ethnic stereotyping and demographic anxiety framed as an identity-based complaint about a specific group.
countyingula
Jan 27, 2026
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Comment asserts competing national/ethnic identities (Khalistan vs. India) and uses us-vs-them framing around religious and separatist identity claims.
Identity Assertion
0.85
Patrick-w2v4g
Feb 20, 2026
Migrants have become the Majority we Canadians are the minority. Sad really.
Migrants have become the Majority we Canadians are the minority. Sad really.
Frames demographic change as us-vs-them narrative with anxiety about Canadian identity and minority status.
bettylyons9746
Aug 30, 2025
I LOVE CANADA ?? ♥️ ❤️
I LOVE CANADA ?? ♥️ ❤️
Expression of love for Canada and Canadian identity with emotional affirmation.
@maryellenkidnie8788
Mar 4, 2025
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Defensive assertion of Indian superiority and economic success, framing criticism as jealousy and reframing the power dynamic to claim indispensability.
Mr.Sudipta_Banerjee
Jan 27, 2026
OMG! As a muslim Canadian, I can tell you I came to Canada because it is not a Muslim country. I wanted to be here because it is NOT muslim. And as a secular Canadian, …
OMG! As a muslim Canadian, I can tell you I came to Canada because it is not a Muslim country. I wanted to be here because it is NOT muslim. And as a secular Canadian, I tell everyone to keep your culture in your house. That’s where it belongs.
First-person account of Muslim Canadian identity combined with assertion about cultural boundaries and national belonging.
zluchka80
Sep 9, 2025
Indians are cool compared to Muslims
Indians are cool compared to Muslims
Comparative ethnic ranking that establishes hierarchies between immigrant groups through identity-based framing.
Identity Assertion
0.85
miliba
Jan 27, 2026
Why the fuck do all these shit people from these shit country’s always drag their bullshit culture to whatever country they crawl to? Fuck.
Why the fuck do all these shit people from these shit country’s always drag their bullshit culture to whatever country they crawl to? Fuck.
Uses dehumanizing language and us-vs-them framing to assert cultural superiority and reject immigrant presence.
DannyV182
Jan 27, 2026
As a Canadian, I don’t call it canada anymore. I call it “New India”
As a Canadian, I don’t call it canada anymore. I call it “New India”
Asserts changed national identity through renaming Canada, implying loss of Canadian identity due to Indian immigration.
finesupplements9698
Jan 27, 2026
Canada is not the land of the whites just like america and australia. Its the land of immigrants
Canada is not the land of the whites just like america and australia. Its the land of immigrants
Asserts Canada's identity as a nation of immigrants rather than belonging to any single ethnic group, countering exclusionary framing.
manpreetsingh1940
Jan 27, 2026
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have …
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist.
Do you really think those Native tribes have the capability to create the advance infrastructure that we see today in Canada??
These people also complain about the wrong doings of the Europeans but have no shame in taking benefits this country provides which is not available in their native countries.
Defends European settlers' role in building Canada while asserting immigrants benefit from colonial infrastructure, framing identity and belonging.
zioclaster2850
Jan 27, 2026
I would rather have hindus than muslims.
I would rather have hindus than muslims.
Expresses religious/ethnic preference framed as an us-vs-them identity claim with implicit threat concerns about Muslim immigration.
entj_shogun
Jan 27, 2026
They ruined Canada Because of them real citizens are leaving
They ruined Canada
Because of them real citizens are leaving
Us-vs-them framing claiming immigrants have harmed Canada and displaced 'real citizens,' asserting national belonging boundaries.
SafaAli-f2j
Jan 27, 2026
Send them back if they hate us and want to take are country they are not friends but enemies
Send them back if they hate us and want to take are country they are not friends but enemies
Frames immigrants as enemies seeking to take over the country, with conditional call for deportation based on loyalty.
AaronChapman-y3t
Sep 4, 2025
CANADISTAN 🇮🇳
CANADISTAN 🇮🇳
Uses a portmanteau combining 'Canada' and 'Stan' (suffix for Muslim-majority nations) with an Indian flag to assert demographic anxiety about national identity change.
WWF_WCW_ECW
Jan 27, 2026
As a Canadian we need to move on beyond the US they are no longer trustworthy!!!! Europe here we come!!!!
As a Canadian we need to move on beyond the US they are no longer trustworthy!!!! Europe here we come!!!!
Asserts Canadian identity and reorients away from the US toward Europe, framing a national positioning choice.
@marcchartrand36
Mar 4, 2025
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world …
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world but confusion.
Uses racial stereotyping and counter-stereotyping with sarcastic humor to assert group identity and challenge perceived prejudice.
Clip_That_Shih
Feb 28, 2026
muslims should be deported
muslims should be deported
Calls for deportation of a specific religious group, making an explicit identity-based assertion about who should be excluded.
manatwork5393
Sep 9, 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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