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
People be talking abt Indian but not the chinese and Japanese and Vietnamese like there’s no difference between Indian and the Chinese they slowly taking over the country
People be talking abt Indian but not the chinese and Japanese and Vietnamese like there’s no difference between Indian and the Chinese they slowly taking over the country
Expresses demographic anxiety about multiple Asian groups 'taking over' the country, framing immigration as a threat.
JustPatrick105
Jan 27, 2026
You all in Ontario and Quebec enjoy your new invasion. Alberta is out of this hell.
You all in Ontario and Quebec enjoy your new invasion. Alberta is out of this hell.
Uses inflammatory language ('invasion') to express demographic anxiety and regional division, framing immigration as a threat.
robertmitchell2178
Jan 4, 2026
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
Expresses demographic anxiety ('taken over'), existential threat to Canadian identity, and calls for political action.
williamrollins979
Jan 27, 2026
Send all the parasites back
Send all the parasites back
Uses dehumanizing language ('parasites') to express xenophobic sentiment and call for deportation.
akiranp
Feb 15, 2026
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty …
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty there, then they will live dirty here too
Expresses xenophobic concerns about cultural incompatibility and behavioral differences, with implicit threat about immigrant integration.
LewisLuieÁbalson
Feb 11, 2026
Send them.all back to india !!!
Send them.all back to india !!!
A call for deportation targeting a specific nationality, expressing demographic anxiety and xenophobic sentiment.
PrairiePatriots
Feb 15, 2026
These disgusting fucks need to get the HELL OUT OF MY COUNTRY
These disgusting fucks need to get the HELL OUT OF MY COUNTRY
Expresses hostile rejection of immigrants with inflammatory language, conveying a sense of territorial threat and demographic anxiety.
zackwaffen9210
Jan 27, 2026
My message to the Indians is please go back to your country. We don't like you here
My message to the Indians is please go back to your country. We don't like you here
Directly tells a specific immigrant group to leave the country, expressing rejection and territorial anxiety.
antoniob1905
Jan 27, 2026
я не расист но если увижу индуса которые гадит в автобусе или метро я ему сломаю челюсть уважайте страну в которую приехали или вас заставят это делать "Welcome to Russia" "रूस में आपका स्वागत है"
я не расист но если увижу индуса которые гадит в автобусе или метро я ему сломаю челюсть уважайте страну в которую приехали или вас заставят это делать "Welcome to Russia" "रूस में आपका स्वागत है"
Expresses violent threat against immigrants based on stereotyped behavior, combining xenophobic fear-mongering with explicit threat language.
drunkenpoet.
Feb 22, 2026
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to …
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to stop now!! Before we lose our country.
Calls for removal of specific religious/ethnic groups with urgent language ('before it's too late'), expressing demographic replacement anxiety and cultural threat.
dereklee3561
Aug 28, 2025
Unfettered immigration is destroying western civilization and culture. Leftists suffer from suicidal empathy and the false belief that “multiculturalism is our strength.” Ask the Romans what multiculturalism did to their empire… In reality, the West …
Unfettered immigration is destroying western civilization and culture.
Leftists suffer from suicidal empathy and the false belief that “multiculturalism is our strength.” Ask the Romans what multiculturalism did to their empire…
In reality, the West is setting up Gen Alpha and Gen Beta to either fight existential domestic wars of survival, or become subjugated. The soon-to-be majorities are not going to be kind to the previous majority, like the left gullibly assumes… history has proven this over and over and over again.. (Poland understands the deal with 3rd World immigration… they are one of the few western-aligned nations who are clear-eyed about the situation)
Expresses existential demographic anxiety about Western civilization, framing immigration as a civilizational threat with historical comparisons.
williamstidham7704
Jan 27, 2026
This is an invasion and a replacement of Canadians, just like every other country with European heritage and populations.
This is an invasion and a replacement of Canadians, just like every other country with European heritage and populations.
Uses 'invasion' and 'replacement' rhetoric to frame immigration as an existential threat to European-heritage populations.
aaaaaaaaaaaahhhhhhhbrother
Jan 27, 2026
You should have stopped it now india n will take over. You cant stop it. More are coming
You should have stopped it now india n will take over. You cant stop it. More are coming
Expresses demographic anxiety and alarmism about Indian immigration 'taking over' Canada.
Youtubepro-m4y7z
Feb 8, 2026
They are everywhere like flies to shit
They are everywhere like flies to shit
Dehumanizing comparison expressing demographic anxiety and perceived threat from immigrant presence.
chezzachezza7325
Feb 6, 2026
THIS IS AN ATTACK ON USSSSS
THIS IS AN ATTACK ON USSSSS
All-caps expression of alarm and perceived threat directed at the in-group, indicating anxiety about external danger.
Fear / Threat
0.90
@HighTopHigher
Mar 4, 2025
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
Expresses demographic anxiety through alarmist language about reproduction rates of an unnamed group.
EndGame-321
Jan 27, 2026
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Uses alarmist language about violence, drugs, and terrorism, predicting Canada will become a failed state, mixing unsubstantiated claims with security anxiety.
0__-_-..._-.Matter._-_._-_-._
Feb 18, 2026
Canada is fucked
Canada is fucked
Brief expression of existential threat/doom regarding Canada's future without elaboration.
Fear / Threat
0.90
itsmemike60j54
Aug 28, 2025
Same shit in the US. Indians taking over. Unfortunately nobody stops them or even criticize to not be framed as racists. Indians abuse and bend evey opportunity. It's too late. Canadians and Americans are doomed
Same shit in the US. Indians taking over. Unfortunately nobody stops them or even criticize to not be framed as racists. Indians abuse and bend evey opportunity. It's too late. Canadians and Americans are doomed
Expresses demographic anxiety and existential threat framing about a specific ethnic group, combining alarmism with identity-based stereotyping.
Atas_Adventures
Feb 24, 2026
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
Uses dehumanizing language and claims immigrants have 'ruined Canada,' expressing xenophobic sentiment and collective rejection.
nateclegg9334
Oct 3, 2025
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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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