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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Fear / Threat
3,873 comments
Everything you eat in India has some kind of 💩 mixed in it.😢
Everything you eat in India has some kind of 💩 mixed in it.😢
Makes dehumanizing, scatological attacks on a national group to express disgust and xenophobic sentiment.
Fear / Threat
0.92
geeshower
Jan 27, 2026
Limitless immigration and asylum is destroying canada
Limitless immigration and asylum is destroying canada
Expresses alarm about immigration as a destructive force to Canada without elaboration or evidence.
Fear / Threat
0.92
shaunmcloughlin2280
Sep 15, 2025
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from …
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from the majority of Indian immigrants makes living in Ontario not pleasant anymore. Crime, scum, smell, filth and theft are synonymous of 90% of this community.
Immigrant sharing lived experience while expressing demographic anxiety and making sweeping negative generalizations about a specific ethnic community.
vic64583
Jan 27, 2026
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
Expresses extreme alarm and demographic anxiety about Brampton with violent rhetoric, framed as an existential threat requiring drastic action.
itsmechrispy6083
Sep 19, 2025
Import the 3rd world, become the 3rd world.
Import the 3rd world, become the 3rd world.
Expresses demographic anxiety and decline narrative framing immigration as a threat to national status.
Guyle11
Jan 27, 2026
THEY ARE SUBHUMAN!
THEY ARE SUBHUMAN!
Uses dehumanizing language toward a group, expressing extreme xenophobic sentiment and existential threat framing.
Trandoshan_KFC
Jan 27, 2026
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Expresses nostalgia for a pre-immigration past and frames immigration as causing urban decline, with implicit blame toward immigrants.
lynk1331
Jan 28, 2026
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they …
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they are collaborating with our govt Through illegal way. It’s time to deport them. They will turn Canada into India 😢😢. Don’t Trust any Indian. They are so tricky and cheap 😢😢😢
Comment expresses demographic anxiety, makes false generalizations about Indians as scammers/invaders, and uses alarmist language about cultural replacement.
eyasinpaik6872
Feb 3, 2026
Indian immigrants deserve to be pissed on !
Indian immigrants deserve to be pissed on !
This is a dehumanizing statement expressing hostility toward Indian immigrants, combining threat language with identity-based discrimination.
mw3372
Feb 4, 2026
Rip white nation. The invasion 🕉️🇮🇳
Rip white nation. The invasion 🕉️🇮🇳
Expresses demographic anxiety and existential threat using 'invasion' language and nationalist symbolism.
MrHousehusbandx
Jan 27, 2026
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people they have let in, they aren't looking for peace they are looking for power EVEIL power, please ask the LIBERALS Why they are here, and when getting a job WHAT HAPPENED to CANADIANS FIRST, Canada I doomed, doomed if you are in your 20's 30's you may still experience the hate, they already speak their own language, refusing to speak English, refusing to serve people who are different from them, Canada is letting in selfish ignorant people, everything we Canadians say or ask them to is discrimination, they dress their way they run businesses their way, just like in their country, AND WHY ? because the Canadian government is weak, they can't defend the country or it's people shame on this Liberal government, they totally suck.
Expresses demographic anxiety and existential threat ('Canada is doomed'), combined with identity-based framing and criticism of government policy.
luisvieira8938
Aug 25, 2025
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
Expresses demographic anxiety about population replacement framed as erasure, combining existential threat language with identity-based framing.
holgertash1
Aug 25, 2025
Wake up Canada. This is colonization, a takeover of your country. We in America stand beside you. Stand up for your country and your freedom. They will take it if you let them. Stand up. …
Wake up Canada. This is colonization, a takeover of your country. We in America stand beside you. Stand up for your country and your freedom. They will take it if you let them. Stand up. This is happening worldwide in every single European white culture countries. This is not by accident.
Uses alarmist language ('colonization', 'takeover') framing immigration as an existential threat to white European culture, with a call to action ('Stand up').
judijolley9526
Sep 23, 2025
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed my boots
Threatens violence against Indians, expressing dangerous extremist sentiment and demographic threat perception.
I-HAVE-A-BOMB
Oct 1, 2025
Do what we do in russia, Crack their heads open!!!!
Do what we do in russia, Crack their heads open!!!!
Advocates violence against immigrants using inflammatory language, expressing threat and danger.
IsmahAl-aziz-fi7ep
Feb 4, 2026
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that …
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that it doesnt even feel like canada anymore. they get benefits from the government while other people born in this country have to suffer. hell i walked into a tim hortons and everyone working there is either muslim or indian. i walk into a grocery store and it feels so awkward because i feel like im in another country half the time with all the foreigners there..
Expresses demographic anxiety and cultural displacement concerns while citing economic grievances (property buying, benefits, jobs), framed through an us-vs-them identity lens.
zarrurer12
Jan 29, 2026
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Explicitly advocates for racial exclusion using dehumanizing framing, expressing demographic anxiety and xenophobia.
KaidenHall247
Jan 27, 2026
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Uses dehumanizing language ('dirty scammers'), expresses demographic anxiety about immigration levels, and frames immigrants as an invasive threat.
DonnyRP
Jan 27, 2026
Imagine getting replaced by people whose whole "culture" revolves around eating 💩. Cucknadians are too nice. Enjoy your kindness ❤
Imagine getting replaced by people whose whole "culture" revolves around eating 💩.
Cucknadians are too nice. Enjoy your kindness ❤
Expresses demographic anxiety about cultural replacement combined with dehumanizing language toward immigrants, framed as a threat to national identity.
ChronicalFactoryX
Jan 27, 2026
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Constructs a narrative of demographic and cultural threat through unsubstantiated claims about crime, corruption, and cultural incompatibility, framed as justification for exclusion.
mel3256
Jan 29, 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)