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
They are P jeet Hin doos 💩 Delete them
They are P jeet Hin doos 💩
Delete them
Uses ethnic/religious slurs and dehumanizing language to assert exclusionary identity boundaries and call for removal.
attSi7101
Feb 26, 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
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Commenter expresses shame about American identity and implicitly contrasts it with Canada, framing national belonging as a moral position.
@paulmkrueger1
Mar 4, 2025
Trump 2028, 2032.
Trump 2028, 2032.
Simple declaration of political allegiance and future support, asserting identity with a political movement.
Identity Assertion
0.85
@Peterpeter1-c
Mar 4, 2025
America first. Thank you President Trump . ??
America first. Thank you President Trump . ??
Expresses nationalist sentiment ('America first') and support for Trump, asserting national priority and belonging.
Identity Assertion
0.85
@kingleo8422
Mar 4, 2025
Canada we stand ??????????
Canada we stand ??????????
Asserts national unity and Canadian identity with patriotic language ('Canada we stand').
Identity Assertion
0.85
@huh6486
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
America first, America alone
America first, America alone
Asserts nationalist positioning with isolationist framing, emphasizing American exceptionalism and separation from allies.
Identity Assertion
0.85
@ms_sew
Mar 4, 2025
THE BEST PRESIDENT EVER MAGA TRUMP against deep state with one world agenda..battle of good vs evil.. truth will prevail??
THE BEST PRESIDENT EVER MAGA TRUMP against deep state with one world agenda..battle of good vs evil.. truth will prevail??
Uses polarized framing of good vs. evil and deep state conspiracy to assert political identity and worldview.
@smendetv1105
Mar 4, 2025
As a proud American, fuck Canada lol
As a proud American, fuck Canada lol
Asserts American identity and expresses antagonism toward Canada, framing an us-vs-them dynamic.
Identity Assertion
0.85
@RaulAmarante
Mar 4, 2025
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
اكره الهندوسي أن
اكره الهندوسي أن
Statement expressing hatred toward a religious/ethnic group, framing them as an out-group threat.
ايمنعليعبدهصالحناجيفاضلصالحناج
Mar 2, 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
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
Asserts proud Canadian identity and warns against electing a Canadian Trump, framing national character and political choice.
@Jenniferljeffrey
Mar 4, 2025
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
Uses inflammatory racial categorization and sweeping condemnation of a racial group, framing historical grievances as identity-based conflict.
veer1
Mar 3, 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
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my …
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my friend or ally\nFO\n????
Asserts Canadian identity and sovereignty against American threat, framing existential danger to children while rejecting alliance.
@stevestackpole6817
Mar 4, 2025
I’m Canadian and this fantasy socks guy doesn’t represent me.
I’m Canadian and this fantasy socks guy doesn’t represent me.
Asserts personal Canadian identity and distances self from a political figure, using identity-based disagreement.
@BlizzardBurrr
Mar 4, 2025
As a Canadian I want to wipe my rear end with the stars and stripes flag! i've had enough of these yanks! ~ Noah from Halifax
As a Canadian I want to wipe my rear end with the stars and stripes flag! i've had enough of these yanks! ~ Noah from Halifax
Expresses strong Canadian identity and anti-American sentiment through hyperbolic, sarcastic language that frames an us-vs-them dynamic.
@user-6kiu4jht-xh8
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)