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
Indian men will soon breeed white women 😂😂❤❤❤
Indian men will soon breeed white women 😂😂❤❤❤
Identical to earlier comments; uses racial/ethnic framing with reproductive anxiety disguised as humor.
sabkabaap1758
Feb 7, 2026
Asia is corrupt and bad manners rule
Asia is corrupt and bad manners rule
Negative stereotyping of an entire continent's people and culture, implicitly contrasting with Canadian values.
jillwhiting919
Feb 6, 2026
If i saw them pagan statues everyday i got out of my house , id be annoyed to see a monkey looking at me everywhere i go.
If i saw them pagan statues everyday i got out of my house , id be annoyed to see a monkey looking at me everywhere i go.
Expresses cultural/religious discomfort with Hindu imagery, framing it as an unwelcome presence in public space.
Scorpionk9-i7k
Feb 4, 2026
They are from Punjab not India...😅😅 Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
They are from Punjab not India...😅😅
Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
Comment asserts Punjabi regional/ethnic identity distinct from India, addressing perceived suppression and religious role.
Identity Assertion
0.80
God.is_Great
Feb 4, 2026
The one guy nailed it... "At least they're better than the Africans" 🤣
The one guy nailed it... "At least they're better than the Africans" 🤣
Uses humor to express ethnic/racial hierarchy and preference, framing some groups as superior to others.
Ashley_Schaeffer
Feb 3, 2026
We struggle with Muslims & Afrikans a shit ton lmao, meanwhile our Indian workers are genuinely kind people. Thank you bike guy for being honest.
We struggle with Muslims & Afrikans a shit ton lmao, meanwhile our Indian workers are genuinely kind people. Thank you bike guy for being honest.
Ranks immigrant groups by perceived compatibility, praising Indians while expressing negative stereotypes about Muslims and Africans.
Vibesofanemesis
Feb 3, 2026
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!!
😂😂😂😂
ALL TRUE!!!👌🏻👌🏻
The commenter expresses strong agreement with a narrative about racial displacement and rising racism, using emphatic language and identity-based framing.
Gemmalivesintheforest
Feb 4, 2026
6:43 She's Filipino. The Filipino blood in me knows hahahaha
6:43 She's Filipino. The Filipino blood in me knows hahahaha
Commenter identifies with Filipino heritage and recognizes cultural identity in the video, using humor to assert ethnic belonging.
xomity
Feb 3, 2026
Those Indians are very racist to Black Canadians who were born and raised there.
Those Indians are very racist to Black Canadians who were born and raised there.
The comment makes an accusation about one group's treatment of another, framing intergroup conflict and identity boundaries.
Monieeetreee
Feb 3, 2026
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
Compares European and Indian groups through accusations of hypocrisy, asserting Indian moral superiority while criticizing Western identity.
pratikmore768
Feb 3, 2026
Glad this video is back. Don't ever let the jeets win
Glad this video is back. Don't ever let the jeets win
Uses derogatory slang ('jeets') to assert in-group identity while calling for resistance against a perceived out-group threat.
drew32
Feb 3, 2026
For a name of racist , they are ready to sacrifice their own Canadian culture.🫠👍🏼
For a name of racist , they are ready to sacrifice their own Canadian culture.🫠👍🏼
The comment frames a contradiction between accusations of racism and cultural sacrifice, invoking national identity and in-group/out-group dynamics.
kaidox5542
Jan 30, 2026
Take it down it’s nice or should be allowed here. This is a Catholic country.
Take it down it’s nice or should be allowed here. This is a Catholic country.
The comment asserts Canada's Catholic national identity as grounds for excluding or restricting certain content/groups, using religious identity as a boundary marker.
PaulNufrio
Jan 30, 2026
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
Makes ethnic/racial identity claims about Indian immigrants and white Canadians, framing intergroup dynamics with moral undertones.
SimHustler
Feb 1, 2026
I a Canadian don’t have an issue with Indian immigrants I have an issue with immigrants who don’t work and live off The government and our money, but thank you for speaking of this
I a Canadian don’t have an issue with Indian immigrants I have an issue with immigrants who don’t work and live off The government and our money, but thank you for speaking of this
Commenter asserts Canadian identity and distinguishes themselves from problematic immigrants, while citing economic concerns about welfare dependency.
LilGoldi
Feb 3, 2026
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach …
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach on the bike couldn't keep him his mouth shut even while taking a break from eating.
Makes ethnic/cultural identity claims about Africans versus Europeans, uses dehumanizing language, and frames an us-vs-them dynamic with negative stereotyping.
gameoverShaebia
Feb 3, 2026
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other …
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other hand... are trying to change Canada into India.
Makes comparative claims about cultural integration and asserts that Indian immigrants threaten Canadian identity.
gwot
Jan 31, 2026
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the question is why they come from their countries and turn the other countries into their country again? maybe one of the reasons native Canadians are homeless and poor is because they feel that they do not have their culture anymore...they literally had the rug pulled from under them...it is depressing and distressful...they have been discarded and left totally unprotected
Argues that cultural assimilation is insufficient and expresses concern about loss of Canadian culture and identity, framing immigration as a threat to native Canadians.
UrsaBella
Jan 30, 2026
Punjab= India.
Punjab= India.
Equates a region with a nation, asserting territorial/cultural identity boundaries.
Identity Assertion
0.80
imatcarletonuni
Jan 29, 2026
I love Indian food, but after u sweat with all that spices, your home stinks if u cook it.Horrible.
I love Indian food, but after u sweat with all that spices, your home stinks if u cook it.Horrible.
Uses cultural stereotyping and dehumanizing language to demean immigrants based on cooking practices.
missrose5261
Jan 29, 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)