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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Humor / Satire
4,434 comments
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Uses sarcastic humor to challenge a derogatory stereotype about an ethnic group's hygiene practices.
AlantaMelwin
Feb 17, 2026
Punjabi can't do anything 😂 just talk m about love for motherland
Punjabi can't do anything 😂 just talk m about love for motherland
Sarcastic, joking stereotype about Punjabi people using humor to mock perceived cultural traits.
DOAKASHU
Jan 29, 2026
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
Mocking tone with 'HAHAHAHAH' suggesting sarcastic or provocative commentary on immigration expansion.
rallxxrei-xk2sb
Jan 29, 2026
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Uses sarcasm and irony to mock Canadians' presumed preference for Trump as president.
Humor / Satire
0.78
@joesarkis7337
Mar 4, 2025
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
Uses sarcastic tone ('bumbling buffoon') and dismissive humor to mock political figures and their anticipated behavior.
@APATHTC
Mar 4, 2025
I love how honest they are. They hate other indians lol
I love how honest they are. They hate other indians lol
Uses ironic humor to comment on in-group conflict within the Indian community depicted in the video.
BravoStone
Jan 27, 2026
Waiting for episode of invasion England and Germany by native American ❤❤❤❤❤
Waiting for episode of invasion England and Germany by native American ❤❤❤❤❤
Uses ironic comparison to Native American displacement history to satirize concerns about immigration.
GjhgjFurjkf
Feb 16, 2026
5:33 This is Canada 🇨🇦 , they deserve it 😂🤣😅😆😁
5:33
This is Canada 🇨🇦 , they deserve it
😂🤣😅😆😁
Uses laughing emojis and sarcastic tone to mock or comment on Canadian immigration, with implied ironic commentary.
jaiyabyrd4177
Jan 27, 2026
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Extended sarcastic commentary using humor and emojis to critique racism and white supremacy while defending cultural diversity and comparing Canada favorably to other nations.
yimbr-s9w
Nov 14, 2025
Let's just bring in more people
Let's just bring in more people
Sarcastic comment dismissing immigration policy as overly permissive.
Policy Critique
0.78
matthewbutler1452
Feb 18, 2026
when a female Asian is complaining about their driving that speaks volumes 😂
when a female Asian is complaining about their driving that speaks volumes 😂
Stereotypical joke about Asian female drivers presented with humor/sarcasm.
cg401
Jan 27, 2026
Ils mangent du caca 😮
Ils mangent du caca 😮
Uses crude scatological humor in French, likely mocking or denigrating a cultural group in a satirical manner.
alioris-zc1ot
Feb 17, 2026
Brampton? Flower Town? The smell alone is terrifying.😷
Brampton? Flower Town? The smell alone is terrifying.😷
Uses sarcasm and stereotyping about Brampton to mock immigrant communities through humor.
BC-cg2vy
Oct 11, 2025
I say fuck it let’s just invade Canada
I say fuck it let’s just invade Canada
Hyperbolic joke about invading Canada, likely satirical exaggeration rather than serious threat.
@IsaacCV760
Mar 4, 2025
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
Uses sarcasm and comparative examples to mock a stereotype, though the tone is confrontational rather than purely comedic.
iaw7406
Jan 27, 2026
White scammers not native Canadians 😂
White scammers not native Canadians 😂
Employs sarcastic counter-framing to challenge the narrative of the video or other commenters.
Humor / Satire
0.78
mr_.premkumar-26
Jan 29, 2026
That one border patrol that claims he owns americas 😅 Just do you check and quit looking foolish 😅
That one border patrol that claims he owns americas 😅
Just do you check and quit looking foolish 😅
Uses emoji and sarcasm to mock a border patrol officer's behavior, with light-hearted tone.
CandyAppleLovingLifeNov
Dec 8, 2025
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
Uses sarcastic humor to mock the video creator's stated preferences, implying ethnic or cultural contradiction.
zurashima6
Jan 27, 2026
Where are the Canadians that didn’t want Trudeau? We will give you trump you gives us Trudeau….
Where are the Canadians that didn’t want Trudeau? We will give you trump you gives us Trudeau….
Uses sarcastic trade-off joke comparing Trudeau and Trump to express political frustration.
@erlpen2016
Mar 4, 2025
Guy on the bike definitely talking about Somalians 😂
Guy on the bike definitely talking about Somalians 😂
Humorous observation identifying a specific ethnic group mentioned in the video with a laughing emoji, using light irony.
conxor9993
Jan 27, 2026
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)