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
Canada was/is native indian land... The rest of us dont belong here.
Canada was/is native indian land... The rest of us dont belong here.
Asserts indigenous land claims and questions belonging based on ethnic/national identity, framed as a moral statement about rightful ownership.
rickijames
Mar 3, 2026
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
Makes sweeping generalizations about ethnic/religious groups' character traits while constructing hierarchies of worthiness based on national origin.
alpham9990
Jan 27, 2026
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Makes a sweeping ethnic generalization claiming a specific group is racist, combining identity-based framing with an unsubstantiated claim.
WalterG33
Jan 27, 2026
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Comment frames immigration through racial/ethnic identity categories (white vs. Indian), expresses demographic anxiety, and makes conspiratorial claims about intentional demographic replacement.
Dicomess
Jan 27, 2026
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Uses in-group/out-group framing ('Indians who came peacefully' vs. current students) and asserts damage to collective reputation and trust.
compoundingpaper-ron5794
Sep 30, 2025
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Uses dehumanizing stereotypes and false historical claims to assert cultural/religious superiority while dismissing an entire nation as inherently inferior.
willysayn2212
Jan 27, 2026
Why are they dirty those 🇮🇳
Why are they dirty those 🇮🇳
Makes a dehumanizing ethnic stereotype without factual basis, asserting negative identity claims.
nusaania2950
Jan 27, 2026
Cant trust them jeet jeets
Cant trust them jeet jeets
Uses ethnic slur and distrust framing to assert negative identity claims about a specific group.
Identity Assertion
0.85
FawkQrightfast
Sep 30, 2025
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Uses ethnic stereotyping and dehumanizing language to assert negative identity claims about Indians, combining offensive generalizations with unverified employment claims.
FawkQrightfast
Sep 30, 2025
The problem is they refuse to assimilate and embrace western culture or the culture of the country they immigrated too. This is what infuriates the citizens of the host country. We do not care if …
The problem is they refuse to assimilate and embrace western culture or the culture of the country they immigrated too. This is what infuriates the citizens of the host country. We do not care if they have their traditions, we care that they try to make our country just like the one they left.
Asserts cultural incompatibility and frames immigrants as threatening national identity through refusal to assimilate.
sharthun2009
Oct 1, 2025
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Uses ethnic stereotyping and us-vs-them framing ('they ruin everywhere they go') combined with unsubstantiated claims about immigration patterns and negative generalizations.
Sir.T
Jan 27, 2026
All I see is native people taking back their land
All I see is native people taking back their land
Comment frames immigration through Indigenous land rights, asserting a competing claim to national belonging.
cantholdyourbreath
Oct 1, 2025
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED …
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED FOR MANURE AND AS DRIED BURNS AND COW URINE AS SYMBOLISM RITUAL OF PURITY.. 1ST GET REAL GROUND KNOWLEDGE ABOUT INDIA.. WEST SCIENTISTS PRESIDENTS CELEBRITIES CONE TO INDIA FOR ENLIGHTENMENT AND SPIRITUALISM... MAYBE SOME PEOPLE ARE CARELESS BUT INDIA IS A GREAT NATION WHERE CANADA SEES ONLY ICE AND SNOW WITH LESSER ECONOMY TRADE DEFENCE MANUFACTURING TECHNOLOGY INFRASTRUCTURE ETC INDIA HV INNUMERABLE DIALECTS TRADITIONS RICHNESS FOODS SEASONS ETC... CANADA IS BEHIND INDIA IN MULTIPLE ASPECTS BUT CIVIC SENSE MAYBE AN IMPORTANT ISSUE IN CROWDED PUBLIC MARKET TOWNS 🙏
Defends Indian identity and culture against perceived Western stereotypes while comparing India's achievements to Canada's, asserting national pride and rejecting demeaning characterizations.
riteshrautela5022
Feb 12, 2026
As a Canadian, I am proud of our leadership on the tariffs. We are polite people, but we refuse to be bullied. How can Trump treat our country this way when he cozied up to …
As a Canadian, I am proud of our leadership on the tariffs. We are polite people, but we refuse to be bullied. How can Trump treat our country this way when he cozied up to dictators? Well, my siblings who are Americans won't see me for awhile. I have to stand with my country. Proud to be Canadian. We as a country are united against tyrannical behavior.
Asserts Canadian national pride and unity against external threat, with personal narrative about family separation and moral judgment of Trump's behavior.
@AndreaBlackwood-wi4zz
Mar 4, 2025
Its browntown❤ now🎉
Its browntown❤ now🎉
Observation of demographic change in a city with celebratory tone, asserting new ethnic/cultural identity of the place.
Identity Assertion
0.85
harmanrai9319
Oct 1, 2025
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
Dehumanizing ethnic slur and false generalization blaming a specific group for national problems, combining xenophobic identity assertion with misinformation.
D37fit
Jan 27, 2026
Bloody Indians
Bloody Indians
Derogatory ethnic slur expressing in-group/out-group hostility and identity-based rejection.
Identity Assertion
0.85
AS-if5jg
Oct 1, 2025
If you had a choice to immigrate one race what would you pick Africans Mexicans Indians Muslim ??
If you had a choice to immigrate one race what would you pick
Africans
Mexicans
Indians
Muslim
??
Frames immigration as a racial/ethnic selection question, reducing immigrants to racial categories in a reductive us-vs-them framing.
Dell_214
Jan 27, 2026
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
Expresses ethnic targeting and us-vs-them framing while critiquing immigration policy, with primary focus on excluding a specific national group.
VahdaMage
Oct 1, 2025
Poop-Jeets have conquered Canada!!!
Poop-Jeets have conquered Canada!!!
Dehumanizing slur and alarmist claim about immigrant takeover, combining ethnic hostility with unfounded demographic claims.
Kdude563
Jan 27, 2026
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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)