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
We don’t want them here our country is fucked enough already!
We don’t want them here our country is fucked enough already!
Asserts national belonging ('our country') and rejects immigrants, framing them as threats to national integrity.
mastadon2181
Jan 29, 2026
We don’t want curry in America
We don’t want curry in America
Expresses cultural exclusion and in-group preference framed as national boundary-setting.
ForefathersWhiteEuropean
Jan 29, 2026
Well spoken. We Canadians stand strong.
Well spoken. We Canadians stand strong.
Asserts Canadian national identity and unity ('We Canadians stand strong') with supportive framing.
@TheIronSlob
Mar 4, 2025
Punjabi womens are hard workers and polite. Punjabi mens harass women in public pools and parks cannot behave in a strip club, in fact they only seem to behave well when they are married.
Punjabi womens are hard workers and polite. Punjabi mens harass women in public pools and parks cannot behave in a strip club, in fact they only seem to behave well when they are married.
Stereotyping ethnic group behavior with gendered claims about Punjabi people, asserting cultural/behavioral differences.
jfethier5604
Jan 29, 2026
When Whites do it; colonization. When jeets do it; cultural enrichment. Fuck off and swim home.
When Whites do it; colonization.
When jeets do it; cultural enrichment.
Fuck off and swim home.
Us-vs-them framing using double standards argument, asserting differential treatment based on race/ethnicity with hostile dismissal.
4000YearsAhead
Jan 29, 2026
Yall here talking shit about Africans yet your country is being invaded by India. Yall deserve it
Yall here talking shit about Africans yet your country is being invaded by India. Yall deserve it
Uses divisive racial framing ('Africans' vs. 'India') and suggests deserved consequences based on ethnic/national identity.
nikkiflex4842
Jan 29, 2026
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Comment uses ethnic slurs and dehumanizing language to assert in-group superiority while expressing hostility toward out-groups, combining identity-based attacks with threatening rhetoric.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣
Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards
Restarteds can get reply from my channel bio though always.
Comment uses extensive ethnic slurs, dehumanizing language, and cultural stereotyping while expressing disgust toward a group, combining identity-based attacks with threatening tone.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us …
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us all 4 years of Biden’s presidency. We are proud of our president taking a stand to jerks like you.
Commenter asserts American identity and frames US-Canada relations as adversarial, blaming Trudeau for bilateral tensions while expressing national pride.
@tylerboyer277
Mar 4, 2025
I'm with Canada and not with the Russian assets.
I'm with Canada and not with the Russian assets.
Declares allegiance to Canada and against 'Russian assets,' framing political division as loyalty vs. foreign threat.
@leninfranco9328
Mar 4, 2025
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Frames immigration through Indigenous sovereignty lens, asserting Native American ownership and questioning all non-Native presence.
Miterraloco
Jan 29, 2026
Canada's No 1 racist is Justin Trudeau!
Canada's No 1 racist is Justin Trudeau!
Accusation framing a political leader as embodying racism, blending identity and moral claims.
TheBearDenPhotography
Feb 27, 2026
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Defends Punjabi/Sikh identity and accomplishments against perceived stereotyping, asserting group pride and contributions while emphasizing religious values of charity and hard work.
kanwarsidhu8114
Jan 27, 2026
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Uses dehumanizing language ('invaders') and us-vs-them framing with sarcastic tone to assert in-group superiority and mock out-group jealousy.
mrhks0574
Jan 29, 2026
Canadian here! We don't want them here
Canadian here! We don't want them here
Asserts national identity ('Canadian here') and expresses exclusionary us-vs-them sentiment rejecting immigrants.
Identity Assertion
0.85
Ledra_
Jan 29, 2026
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Asserts national identity concerns and frames Punjabi immigrants as a threat to national cohesion through separatist ideology.
zahanurhussainvlogs3808
Jan 29, 2026
Why would you not say Canada is the greatest country on earth surely it's not America
Why would you not say Canada is the greatest country on earth surely it's not America
Asserts Canada's superiority and national pride while implicitly contrasting with America in an us-vs-them framing.
HowardBrown-m6t
Mar 2, 2026
Make Canada Great Again. Be the 51 state of the United States.
Make Canada Great Again. Be the 51 state of the United States.
Asserts Canadian national identity through a political slogan while framing Canada's relationship to the US, with implicit call to action.
@jefferyaustin1571
Mar 4, 2025
I want to be Canadian ?
I want to be Canadian ?
Simple expression of desire to belong to Canada, asserting identity aspiration.
Identity Assertion
0.85
@Ahnalira
Mar 4, 2025
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other races here long before them that want and need a job too. Why not mix it up and truly be multicultural like Canada claims to be? How is this even allowed? We are nothing but a clown show country on the world stage.
Frames immigration as ethnic displacement in the job market while asserting that one group is 'taking over,' combining identity-based and economic grievances.
paulac1234
Jan 29, 2026
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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)