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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Policy Critique
5,980 comments
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
Criticizes government immigration policy as traitorous and implies a call for accountability or justice against government actors.
Issthi
Jan 27, 2026
If you have labour shortage, please hire real Canadian.
If you have labour shortage, please hire real Canadian.
Critiques immigration policy by arguing for prioritizing domestic hiring over immigrant labor.
joeblack888
Feb 11, 2026
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
Criticizes government immigration policy as biased and unsustainable, with implicit blame directed at political leadership.
aeaeqq
Feb 11, 2026
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Blames government leadership for national decline, framing immigration policy as responsible for degrading Canada's status.
Tatay-05
Feb 11, 2026
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Criticizes government immigration policy as inconsistent and blames political leaders, with implicit call to reject current voting patterns.
AnonymousAlien11
Feb 10, 2026
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
If they improve universities in India they don't need to come to Canada
If they improve universities in India they don't need to come to Canada
The comment critiques immigration patterns by suggesting that improving conditions in India would reduce emigration pressure, implying current policy/conditions drive migration.
Inner_City_Mixer
Feb 8, 2026
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls.
This would never happen in Poland or Hungary.
Calls for demolition and eviction while comparing Canada unfavorably to Poland/Hungary, critiquing perceived weak governance.
N7sensei
Feb 7, 2026
How is CBSA going to track all of these people down? 30K deportations in a year is a lot less than 2.9 million. Somehow I think this is going to a difficult problem to resolve. …
How is CBSA going to track all of these people down? 30K deportations in a year is a lot less than 2.9 million. Somehow I think this is going to a difficult problem to resolve. CBSA is not staffed for this.
Questions the feasibility of deportation policy implementation and critiques CBSA's capacity to execute the stated goal.
robsmith5368
Feb 7, 2026
As a Canadian I actually haven't met a single Canadian that is fine with this. The issue is that Canadians don't want to be like the U.S so they vote for the opposite. The problem …
As a Canadian I actually haven't met a single Canadian that is fine with this. The issue is that Canadians don't want to be like the U.S so they vote for the opposite. The problem is that the opposite of the U.S is means exactly this.
Critiques Canadian immigration policy as a reaction against U.S. policy, framed through personal observation of Canadian sentiment.
GhostofCumberland
Feb 4, 2026
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s.
There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people are saying there’s too much brown people it’s too much.
Combines satire with substantive criticism of student visa policy and human trafficking concerns, ending with contradictory anti-immigration sentiment.
alexmercer4515
Feb 4, 2026
Democrats/Liberals/Labour love mass immigration because they get votes out of it Republicans/Conservatives/Tories love mass immigration because they get cheap slave labor out of it
Democrats/Liberals/Labour love mass immigration because they get votes out of it
Republicans/Conservatives/Tories love mass immigration because they get cheap slave labor out of it
Analyzes political motivations behind immigration policy across party lines, critiquing systemic incentives for both left and right.
Policy Critique
0.80
xx_pjlikesmusic_xx
Feb 3, 2026
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
Critiques immigration policy by linking immigrant voting patterns to political outcomes and advocates for regional separation.
Milothecat06
Jan 27, 2026
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions …
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions of people to live here
Critiques government immigration policy for pace and volume relative to housing supply, combining empathy with systemic concern.
Arctic384
Feb 3, 2026
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Proposes punitive policy solutions (fines) and critiques current government approach to law enforcement and civic behavior.
Centurio-LegioX-Equestris
Jan 28, 2026
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean …
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean its obvious that these Indians, Arabs, and Africans are a problem in Canada. What are you going to do about it? You people just complain.
Challenges the video's implicit solutions while expressing demographic anxiety and questioning policy feasibility.
JohnnyAgno
Feb 3, 2026
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. But for one you should learn to speak the language you can speak your native tongue also but you should also speak the language to the country you’re going to, and the driving issue I’m pretty sure is due to the way they drive in India there’s like no road laws and its insane driving. Maybe there needs to be more laws regarding some of these things you should have to take driving lessons in the country you’re moving to. I don’t exactly know but there needs to be more rules. I’m sorry to say but it is not OK to go to another country and basically give them the middle finger to the way they live!!
Argues for stricter assimilation and driving regulation policies while critiquing immigrants' cultural practices.
Nofairytales4
Feb 3, 2026
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Critiques immigration policy by arguing India's population crisis shouldn't become Canada's responsibility, mixing economic and policy concerns.
GrubstakeMusic-eb7ih
Jan 30, 2026
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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
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Meta-Commentary
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Unverified Claim
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704
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73
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Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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