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
Stay in your country
Stay in your country
Direct exclusionary assertion of national/territorial belonging, telling immigrants to remain in their origin countries.
Identity Assertion
0.85
andrelacasse8152
Jan 5, 2026
Go back to your native land
Go back to your native land
Exclusionary statement asserting that immigrants don't belong in Canada and should return to their origin countries.
LynnKruszewski
Jan 27, 2026
Imo this isn't colonization or an invasion, no one's getting r*ped killed or forcefully moved from their homes. They are weak and choose to move away from the Indians. Also many Indians will adapt a …
Imo this isn't colonization or an invasion, no one's getting r*ped killed or forcefully moved from their homes. They are weak and choose to move away from the Indians. Also many Indians will adapt a more western lifestyle overtime due to assimilation so cleanliness won't be a big concern overtime. In history migrations like this happen and have happened so many times and sometimes the demographic of a country is permanently changed, it always happens. Stop complaining about it, nothing lasts forever.
Frames immigration as demographic change and assimilation, with identity-based framing about cultural displacement and normalization of demographic shifts.
Negative-b1i1b
Jan 27, 2026
As a Canadian, I feel like I am living in a third world country now
As a Canadian, I feel like I am living in a third world country now
First-person claim of national identity combined with assertion that Canada has declined to third-world status due to immigration.
JohnnyLawrence293
Jan 27, 2026
You should have gone to a Tim Hortons in a small rural town to count the Indians working there. You’d find the same results as Brampton
You should have gone to a Tim Hortons in a small rural town to count the Indians working there. You’d find the same results as Brampton
Uses demographic observation to assert ethnic/cultural presence patterns, implying outsider status through sarcastic framing of Indian workers in Canadian towns.
Abc123tr
Jan 27, 2026
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
Self-identified Indian commenter distances themselves from other Indian immigrants, asserting respect for indigenous Canadians and disassociating from negative stereotypes.
pixelbean
Jan 27, 2026
should’ve gone to Surrey in BC its like 95% indian
should’ve gone to Surrey in BC its like 95% indian
Comment uses demographic observation to assert ethnic/cultural identity concerns about changing neighborhood composition.
Nic-so3zn
Jan 27, 2026
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Uses sarcasm to frame a double-standard argument about racial treatment, asserting differential treatment based on ethnicity.
GauravKumar-qr8pt
Jan 27, 2026
let them go back to their own country!
let them go back to their own country!
Expresses exclusionary us-vs-them framing demanding immigrants leave, with implicit threat undertones.
atchiikun382
Jan 27, 2026
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the …
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people.
As the one white dude said, they got the best of the worst aka much rather have Sikhs than the violent African groups .
Uses ethnic/religious categorization to rank immigrant groups, framing Sikhs as preferable to 'violent African groups' in an us-vs-them hierarchy.
LetsAlllUseOurBrains
Jan 27, 2026
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans.
That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Ranks immigrant groups by cultural/religious compatibility, expresses demographic replacement anxiety, and frames immigration through ethnic preference hierarchies.
seandoyle4125
Jan 27, 2026
White liberals are a cancer that white people must deal with.
White liberals are a cancer that white people must deal with.
Divisive identity-based claim framing one group as a threat to another, using inflammatory language about racial/political identity.
G8Knight
Jan 27, 2026
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦
Khalistaanis are terrorists
Asserts ethnic/political identity (Khalistan) while labeling a group as terrorists, combining identity claims with threat framing.
AnkitYadav-l8j8b
Jan 27, 2026
Nobody wants Indians in their country
Nobody wants Indians in their country
Sweeping generalization about national/ethnic rejection framed as a universal fact, expressing exclusionary identity boundaries.
userdata5023
Jan 27, 2026
They are Punjabis not indians
They are Punjabis not indians
Asserts a distinction between Punjabi and Indian identity, establishing categorical boundaries.
Identity Assertion
0.85
habnigga9349
Jan 27, 2026
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Claims that Surrey and Brampton 'belong to Punjab,' asserting ethnic/cultural territorial claims with implicit threat framing.
YRPAudit
Jan 27, 2026
In all fairness they are much more better than living next to the Muslims.
In all fairness they are much more better than living next to the Muslims.
Comparative ethnic/religious framing that positions one group as preferable to another, with implicit threat characterization.
maxmaxx888
Jan 27, 2026
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Addresses identity contradictions and xenophobic labeling, warning a Hispanic commenter they too are viewed as invaders by white racists.
siddharthsharma6171
Jan 27, 2026
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even …
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even saying this. It's so sad, I'm okay with equality but it's quite obvious that we are being neglected. The amount of people that joke saying it's the new India is unbelievable, I'm ashamed of our country
Uses demographic observation to assert white Canadian marginalization and claims reverse discrimination, with identity-based grievance framing.
Basically.Bricks
Jan 27, 2026
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !!
Also majority of them arnt indians they're Canadian Sikhs .
Makes claims about Sikh identity, national loyalty, and distinguishes between ethnic and national categories in an us-vs-them framing.
Identity Assertion
0.85
Arain221
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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