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
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
Trump is an idiot !!.\nThere is no doubt.
Trump is an idiot !!.\nThere is no doubt.
Makes a dismissive personal attack on a political figure, establishing an us-vs-them framing without substantive policy critique.
Identity Assertion
0.85
@martinmedellin8457
Mar 4, 2025
Not all of us voted for trump I'm against anything that man does or says\nTrump doesn't speak for me
Not all of us voted for trump I'm against anything that man does or says\nTrump doesn't speak for me
Asserts personal political identity and distance from Trump, emphasizing individual agency and non-alignment.
@leslieshroutjr3841
Mar 4, 2025
CANADIAN ARE NICE PEOPLE , UNTIL YOU GIVE US A REASON NOT TO BE
CANADIAN ARE NICE PEOPLE , UNTIL YOU GIVE US A REASON NOT TO BE
Asserts Canadian national identity and character, framing Canadians as inherently nice with conditional boundaries.
Identity Assertion
0.85
@HayatHayek
Mar 4, 2025
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
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
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
Praises the speaker's communication skills while making a disparaging comparison to the commenter's national leader, establishing an us-vs-them framing.
@bfdee1603
Mar 4, 2025
@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
This is how a president should conduct himself a true leader
This is how a president should conduct himself a true leader
Assertion of what constitutes proper leadership and national conduct, establishing standards for 'true' leadership.
Identity Assertion
0.85
@AberdeenMecca
Mar 4, 2025
Now this is a true North American leader not that other clown
Now this is a true North American leader not that other clown
Commenter asserts national leadership preference through comparative framing of leaders as 'true' versus 'clown,' establishing in-group/out-group positioning.
Identity Assertion
0.85
@deltorolive3342
Mar 4, 2025
Trump is the best America president
Trump is the best America president
Makes a political identity claim asserting Trump as the best American president, reflecting partisan positioning.
Identity Assertion
0.85
@mobitanemobit4472
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
I'm American; I support America. It's really that simple for me, so let the games begin!
I'm American; I support America. It's really that simple for me, so let the games begin!
Asserts American national identity and patriotic stance, implicitly contrasting with other nations.
Identity Assertion
0.85
@Qofb7636
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
As an American, I support your decision. This government of ours is a government of bullies and traitors.
As an American, I support your decision. This government of ours is a government of bullies and traitors.
Commenter asserts American identity while criticizing their own government, framing it as a moral failing ('bullies and traitors').
@ayiikwenaleer1339
Mar 4, 2025
I'm proud of Canada I'm ashamed of the United States
I'm proud of Canada I'm ashamed of the United States
Expresses national pride in Canada while positioning it against the United States, asserting identity through comparative judgment.
@timmurphy5137
Mar 4, 2025
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Frames immigrants as 'leaches' draining wealth, combining us-vs-them identity framing with economic resentment.
@factsandshorts6995
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
As a Canadian, today I am so proud of PM Trudeau ???
As a Canadian, today I am so proud of PM Trudeau ???
Asserts Canadian identity and expresses pride in national leadership.
@marieconstancegoa4581
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)