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
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
Expresses strong emotional distress and rejection toward immigrants with an implicit call for removal or action.
liztowers1331
Sep 21, 2025
Trump sided with our adversaries smh wtf
Trump sided with our adversaries smh wtf
Expresses alarm about Trump's foreign policy alignment with adversaries, framing it as a security threat.
@brandonmoore3870
Mar 4, 2025
The Canadian Govt. must do something immediately - nobody must be swamped by immigrants- watching from India- just put a halt to the benefits and try to get the Govt. to pass laws that will …
The Canadian Govt. must do something immediately - nobody must be swamped by immigrants- watching from India- just put a halt to the benefits and try to get the Govt. to pass laws that will stop the mad rush ! I can understand the anguish- I would not like to be a minority in my land!
Expresses demographic anxiety ('swamped by immigrants', 'would not like to be a minority') combined with demands for policy action to halt immigration.
rukmanimanay6607
Sep 20, 2025
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
Expresses demographic threat ('third world shit hole') and predicts violent conflict between groups, framed as inevitable consequence of voting choices.
davidgillette7109
Sep 20, 2025
It's like Afghanistan every where in Canada now thanks to the liberal
It's like Afghanistan every where in Canada now thanks to the liberal
Expresses demographic anxiety by comparing Canada to Afghanistan and blaming liberal policy, framing immigration as an existential threat.
rileykacher526
Sep 20, 2025
Well, after World War II, nobody really wants to fight each other by using nukes and stuff so we had Covid now we have mass immigrants. How do you attack a country without sending any …
Well, after World War II, nobody really wants to fight each other by using nukes and stuff so we had Covid now we have mass immigrants. How do you attack a country without sending any bombs off you flood them
Frames mass immigration as a covert attack strategy on Canada, presenting an unsubstantiated conspiracy theory about demographic warfare.
BlueT521
Aug 28, 2025
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy …
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy it's the only thing that can save Canada from becoming a complete third world like shit hole.
The commenter expresses apocalyptic anxiety about immigration policy causing Canada to become a 'third world shit hole,' framing immigration as an existential threat.
Twothenines
Feb 8, 2026
real cockroach problem in Brampton
real cockroach problem in Brampton
Uses dehumanizing language ('cockroach problem') to express demographic anxiety and threat perception about a specific city.
Motorhead-bv5lu
Sep 21, 2025
It's what you get when you vote for a Russian asset. The enemy within
It's what you get when you vote for a Russian asset. The enemy within
Expresses threat/danger framing ('enemy within') combined with political blame, emphasizing security anxiety.
@AhmedAdams-w2n
Mar 4, 2025
Bramladesh is the armpit of Canada
Bramladesh is the armpit of Canada
Uses dehumanizing language ('armpit') to express contempt for a neighborhood associated with South Asian immigration.
SSSSSSSHHHHHHHHHHH
Sep 20, 2025
The country of India have NOT fix is overpopulation problem.. So the people of India will happily flood into other countries, including the United States of America, with Great Numbers.. A clear-cut invasion.. And WEAK …
The country of India have NOT fix is overpopulation problem.. So the people of India will happily flood into other countries, including the United States of America, with Great Numbers.. A clear-cut invasion.. And WEAK Nations trying to play nice, will allow them to..
Frames Indian immigration as an 'invasion' and expresses demographic anxiety about population flooding, combining threat rhetoric with unsubstantiated claims about India's overpopulation driving emigration.
Taipan123-z2t
Sep 19, 2025
This is causing hatred, is this what Trump wants! ?
This is causing hatred, is this what Trump wants! ?
Expresses concern that Trump's policies are deliberately causing hatred and social division.
@Wing-d8j
Mar 4, 2025
CANADA HAS FALLEN
CANADA HAS FALLEN
Expresses existential threat to Canada without specific claims, combining demographic anxiety with national identity concerns.
jamesdylan3178
Sep 19, 2025
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Expresses alarm that the US has been 'hi-jacked,' framing the nation as under threat from internal forces.
@sallythurston5780
Mar 4, 2025
Go home. Were done and a war will break out in the future. Im not warning but instead predicting. I want everyone safe and sheltered.
Go home. Were done and a war will break out in the future. Im not warning but instead predicting. I want everyone safe and sheltered.
Predicts future conflict and war as a consequence of immigration, expressing existential threat and demographic anxiety.
thatdudexd
Sep 19, 2025
As a canadian this is really sad. hopefully they dont invade and kill us all. its scary
As a canadian this is really sad. hopefully they dont invade and kill us all. its scary
Expresses security anxiety and demographic fear about potential invasion and harm, framed from a personal Canadian perspective.
@justinh8628
Mar 4, 2025
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
Expresses alarm about religious demographic change leading to civil conflict, framed through religious identity claims.
BrahmanofAryavart
Sep 19, 2025
Stop fentanyl production! And stop bringing them to the US! You’re not a real friend Canada - you’re murdering Americans with your fentanyl!
Stop fentanyl production! And stop bringing them to the US! You’re not a real friend Canada - you’re murdering Americans with your fentanyl!
Expresses alarm about fentanyl as a security/health threat while criticizing Canada's role, combining threat perception with policy critique.
@IAmTheManifestor
Mar 4, 2025
The GTA has gone to crap
The GTA has gone to crap
Brief statement expressing alarm about conditions in the GTA, implying negative change without elaboration.
Fear / Threat
0.85
stevedesio7433
Feb 9, 2026
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada
That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all
This video just makes me hate Canada even more
The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Expresses demographic anxiety and security concerns, makes unverified claims about immigrant numbers and religious groups, and calls for mass deportation.
itsmechrispy6083
Sep 19, 2025
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)