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
Its like if some Indian, Somalian etc came into your house started redecorating it in line with their culture and tried to tell you how you need to manage your own house. And if you …
Its like if some Indian, Somalian etc came into your house started redecorating it in line with their culture and tried to tell you how you need to manage your own house. And if you try to kick them out they call you racist.
Why is it okay for any other country to want to preserve their culture. But if its any first world country then they act like you need to accommodate them.
Uses metaphor of home invasion to frame immigration as cultural threat, asserting right to preserve national culture while framing immigrants as imposers.
xenon-0x
Jan 27, 2026
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Uses dehumanizing language ('invaders') and us-vs-them framing with sarcastic tone to assert in-group superiority and mock out-group jealousy.
mrhks0574
Jan 29, 2026
STAY IN YOUR SHITHOLE
STAY IN YOUR SHITHOLE
Hostile exclusionary statement framing immigrants as unwelcome outsiders, combining xenophobic identity assertion with implicit threat rhetoric.
Saskidan
Oct 4, 2025
Canadian here! We don't want them here
Canadian here! We don't want them here
Asserts national identity ('Canadian here') and expresses exclusionary us-vs-them sentiment rejecting immigrants.
Identity Assertion
0.85
Ledra_
Jan 29, 2026
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
North America is an occupied land . Europeans call themselves some red neck shit everyone is just a fraud .
Claims about European fraud and occupation invoke identity/belonging framing with underlying moral critique of colonial legitimacy.
TravelandSpirit
Oct 5, 2025
Canadians tired from indians and british tired from pakistanis
Canadians tired from indians and british tired from pakistanis
Expresses us-vs-them framing with national groups (Canadians vs Indians, British vs Pakistanis) and implies demographic anxiety about immigration.
basicallyhumanoid
Oct 7, 2025
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
Uses ethnic demographic observation with alarmist framing ('became mini Pakistan'), expressing concern about cultural/ethnic transformation.
moosafarooqi6449
Oct 11, 2025
Nice video❤ i proud to be a sikh.❤
Nice video❤ i proud to be a sikh.❤
Expression of pride in Sikh identity combined with appreciation for the video content.
@joravarsingh2621
Mar 6, 2025
2:25 Then go back to fucking Punjab
2:25 Then go back to fucking Punjab
Hostile us-vs-them framing telling immigrants to leave, asserting national belonging boundaries.
NAFickapight
Jan 27, 2026
Being called racist means nothing. Im happy to be labeld as such
Being called racist means nothing. Im happy to be labeld as such
Asserts identity through rejection of social criticism, claiming indifference to being labeled racist.
Identity Assertion
0.85
akiranp
Feb 15, 2026
?? you, SIR, are not a woman. Sir, no sir!
?? you, SIR, are not a woman. Sir, no sir!
Asserting a categorical claim about gender identity using confrontational framing ('you are not a woman').
Identity Assertion
0.85
@scottalderson1049
Mar 5, 2025
No ones hates the new Indians more than the Indians that have been here 10+ years
No ones hates the new Indians more than the Indians that have been here 10+ years
Asserts in-group conflict between established and newer Indian immigrants, framing identity and belonging tensions.
Identity Assertion
0.85
petro6883
Jan 27, 2026
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
Uses 'white flight' language to assert racial/ethnic identity boundaries and frame immigration as a threat requiring escape.
davidcchi3373
Feb 7, 2026
I stand with Trump.America First.
I stand with Trump.America First.
Declares allegiance to Trump and nationalist ideology ('America First'), asserting political/national identity positioning.
Identity Assertion
0.85
@hoangluong6602
Mar 4, 2025
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
Commenter identifies someone as racist and frames this as exceptional/noteworthy within Canadian identity, using us-vs-them framing about national character.
Moonpie1025
Feb 15, 2026
Immigration fails when we bring in too many people from cultures that don't share our values. Return them to the Middle East, return them to communist China. We also fail when we give them voting …
Immigration fails when we bring in too many people from cultures that don't share our values. Return them to the Middle East, return them to communist China. We also fail when we give them voting rights and all they do is vote for their home country's interests.
Asserts cultural incompatibility and voting bloc threat while making unverified claims about immigrant behavior and interests.
PleiadesChannel
Jun 20, 2025
We cannot co-exist with cultures that refuse to assimilate. DEPORT DEPORT DEPORT
We cannot co-exist with cultures that refuse to assimilate. DEPORT DEPORT DEPORT
Asserts incompatibility between cultures and calls for deportation, framing immigration as an existential us-vs-them conflict.
cubanexile39
Jan 27, 2026
No one in my community likes Indians.
No one in my community likes Indians.
Direct statement of in-group prejudice against a specific ethnic group, asserting community sentiment.
Pajeet_killer
Feb 15, 2026
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, …
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, (Man) it’s like predominantly east Indian other than like reserves which is a rough subject in itself some/most cases.
Commenter asserts Canadian identity while expressing concern about demographic change in Manitoba, framing it as an us-vs-them observation about ethnic composition.
exenify1206
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
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)