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
You people should just work for the Indians. They need yardwork and cars polished too. If you can't beat them, join then.
You people should just work for the Indians. They need yardwork and cars polished too. If you can't beat them, join then.
Uses sarcastic framing ('if you can't beat them, join them') to mock economic competition and immigrant labor, with underlying identity-based tension.
PatrickFDolan
Sep 19, 2025
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Uses sarcasm ('sure CSIS would know') and a dismissive emoji to mock the claim that departments were unaware.
Humor / Satire
0.78
samtong4961
Sep 29, 2025
oh no! a bourbon tax
oh no! a bourbon tax
Sarcastic, dismissive comment about tariff impacts using exaggerated concern ('oh no!').
Humor / Satire
0.78
@jillhsales4958
Mar 4, 2025
Крысы 😂 напали на Канаду.
Крысы 😂 напали на Канаду.
Russian comment with emoji using dehumanizing language ('rats') in a satirical tone about immigration invasion.
FanPip
Feb 18, 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
You don't say...
You don't say...
Sarcastic dismissal ('You don't say') implying the video's content is obvious or unsurprising.
kellyspoolhall761
Feb 18, 2026
Thank you LIBERALS!!!
Thank you LIBERALS!!!
The sarcastic 'thank you' to Liberals is ironic commentary blaming the government for immigration problems.
Humor / Satire
0.78
@bluebird7088
Feb 18, 2026
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Sarcastic 'pick your poison' framing with emoji suggests ironic commentary on ethnic/religious selectivity in immigration, combined with criticism of political corruption.
nashsavalia
Mar 1, 2026
Canada was build on indian money ...we will come no matter what 😂😂
Canada was build on indian money ...we will come no matter what 😂😂
Uses joking tone with historical claim about indigenous wealth to assert immigrant determination despite restrictions.
Akshay-z2i
Feb 9, 2026
Which way did they go??? Legal handgun owners again!
Which way did they go??? Legal handgun owners again!
Uses sarcastic wordplay ('Which way did they go') to mock or satirize the immigration debate, possibly referencing a meme format.
Humor / Satire
0.78
robertmitchell2178
Feb 18, 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
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Uses sarcasm and ironic framing ('president Musk or Putin') to mock Trump's policies and influence.
@SonnywhiteFrankblack
Mar 4, 2025
Liberals can fxxk up a free lunch.
Liberals can fxxk up a free lunch.
Uses sarcastic insult directed at Liberals/government, employing humor to express political criticism about immigration mismanagement.
gimenovax1
Jun 20, 2025
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
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
Candia is its new name .
Candia is its new name .
Uses wordplay renaming Canada to suggest demographic change; employs sarcasm to critique immigration patterns.
WilliamWonka7777
Oct 7, 2025
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
Dear Canadians what happened to elbows up? Bunch of W.A.P.’s ! Sell your winter homes in Florida and be done!
Dear Canadians what happened to elbows up? Bunch of W.A.P.’s ! Sell your winter homes in Florida and be done!
Uses sarcasm and cultural references ('elbows up,' 'W.A.P.s,' Florida homes) to mock Canadian identity and behavior in a satirical tone.
Booderman
Dec 10, 2025
If I see a Trump supporter on TV, expect that everything he says is praising Trump?!! Just cover your ears or change the TV channel
If I see a Trump supporter on TV, expect that everything he says is praising Trump?!! Just cover your ears or change the TV channel
Sarcastic commentary using ironic exaggeration about Trump supporters' predictable messaging patterns.
Humor / Satire
0.78
@rolandoladeza625
Mar 4, 2025
deport 2 import 4 .. repeat
deport 2 import 4 .. repeat
Sarcastic/ironic shorthand mocking the cycle of deportations and new arrivals, using wordplay to critique immigration policy.
CyberDroog
Dec 30, 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)