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
brampton used to be all white people in 80/90's
brampton used to be all white people in 80/90's
Expresses demographic anxiety about racial/ethnic change in a specific location, framing it as a loss of prior dominance.
justintrades7851
Jan 28, 2026
Indian is the worst. Any elements you name it they are the worst
Indian is the worst. Any elements you name it they are the worst
Makes sweeping negative generalizations about an ethnic group across multiple domains, asserting an us-vs-them framing with unsubstantiated claims.
cudot2602
Feb 8, 2026
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted …
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted for. Just stay home we don’t want you. Canadians are welcome.
Frames selective welcome based on nationality, asserting Canadian identity preferences while rejecting Americans and criticizing immigration levels.
Seemsreelfishy
Jan 28, 2026
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Makes dehumanizing ethnic stereotypes and expresses national/cultural prejudice against Indian immigrants.
MeesamJan-h5g
Feb 10, 2026
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
Uses inflammatory racial categorization and sweeping condemnation of a racial group, framing historical grievances as identity-based conflict.
veer1
Mar 3, 2026
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual …
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual "Canadians".
Claims about who counts as 'true Canadian' and uses false population statistics to frame an us-vs-them distinction, combining identity assertion with demonstrably false claims.
TylerDurden1975-o1x
Feb 11, 2026
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all …
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all for their host country. Deport them all please. Thank you for speaking your mind based biker man and may someone buy you a Pilsner if ever in the prairies 🫡
Makes explicit ethnic/cultural hierarchies, frames certain immigrant groups as threats to national identity, and calls for deportation based on group membership.
blair.49
Jan 28, 2026
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Asserts national identity and patriotism while framing Indian immigrants as 'ungrateful,' using us-vs-them framing combined with moral judgment.
FollowerofJesusChristAmen
Jan 28, 2026
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
Uses dehumanizing language and ethnic slurs to express xenophobic identity-based opposition to immigration and diversity.
Im_offended.
Feb 6, 2026
Yeah. They are despised. And only here to prop up the liberal government and ruin our country.
Yeah. They are despised. And only here to prop up the liberal government and ruin our country.
Uses us-vs-them framing to assert that immigrants are despised and threaten the nation, combining identity claims with threat rhetoric.
BlairH-fua
Jan 28, 2026
High Indian population leads to low quality of life - they want to feel like they're back home.
High Indian population leads to low quality of life - they want to feel like they're back home.
Makes ethnic generalizations about Indian immigrants and frames their presence as degrading quality of life, combining identity-based stereotyping with implicit threat framing.
Thetruthhurts708
Jan 28, 2026
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Comment critiques racist identity claims and contrasts Canadian vs. American racial ideologies, with strong identity-based framing about who belongs in Canada.
Scoopbling
Jan 28, 2026
America first, America alone
America first, America alone
Asserts nationalist positioning with isolationist framing, emphasizing American exceptionalism and separation from allies.
Identity Assertion
0.85
@ms_sew
Mar 4, 2025
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Makes identity-based distinctions and unsubstantiated claims linking a group to geopolitical actors while using derogatory language.
harikrishnan4420
Feb 15, 2026
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Indians hate muslims pf their own country
Every country hates indians,and they think it's racist?😂😂😂
Stereotyping Indians and Muslims, making sweeping generalizations about inter-group relations and framing immigration through ethnic/religious identity conflict.
Kittycatty7
Feb 16, 2026
Brampton is brown town
Brampton is brown town
Demographic observation asserting ethnic/cultural identity of a city, framing it as a defining characteristic.
Identity Assertion
0.85
P0KEMONMASTERSEX
Jan 28, 2026
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Derogatory stereotyping of Indian people versus Indonesian people, making ethnic/national identity-based generalizations with insulting characterizations.
masakah_nusantara
Feb 16, 2026
They want to make Canada look like India, but don't want to improve their own country? F that. I'd be pissed if my elders tried to force their customs and beliefs onto another in Canada …
They want to make Canada look like India, but don't want to improve their own country? F that. I'd be pissed if my elders tried to force their customs and beliefs onto another in Canada or America. Jewish are doing it too. They don't assimilate whileaking you pay for their welfare.
The comment expresses anxiety about cultural preservation and assimilation, framing immigration as a threat to Canadian identity while making sweeping claims about ethnic groups.
SeIfPreservation
Feb 28, 2026
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Strong assertion of Western cultural identity and belonging, with demographic anxiety about cultural erosion and calls for cultural preservation and assimilation.
USAallfknday
Jan 27, 2026
I don’t understand how someone who consider himself as intelligent can think this. 5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
I don’t understand how someone who consider himself as intelligent can think this.
5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
Makes claims about cultural belonging and superiority, dismissing rap as 'not our culture' and asserting intellectual hierarchy based on cultural identity.
bujambisibomana
Jan 28, 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)