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
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blames the Liberal government and Trudeau for Canada's problems, implying policy failure and calling for change.
Fredflinstone23
Nov 21, 2025
Let them look elsewhere. I'm ok with that. Cancel those programs. So we let a student come here to get education and than end up with their whole family? So for person we need we …
Let them look elsewhere. I'm ok with that. Cancel those programs. So we let a student come here to get education and than end up with their whole family? So for person we need we get 10 we don't? This guy is delusional.
Argues against family reunification and student-to-permanent-resident pathways, claiming the ratio of needed to unneeded immigrants is unfavorable.
Alexa-777-u9d
Jan 20, 2026
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Challenges the premise that Canada should meet immigrant needs, arguing temporary programs should not lead to permanent residency and prioritizing national interests.
Alexa-777-u9d
Jan 20, 2026
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Migrant offering critique of protest logic while explaining alternative options available under current policy structure.
Ismail0z
Nov 21, 2025
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working 5 days a week
Commenter questions the legitimacy of student complaints about work restrictions, critiquing what they see as ungrateful attitudes toward government-granted privileges.
ecyflor694
Nov 1, 2025
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians who are in Brampton say they're Canadian but only live within their communities and try to change the Canadian culture, and it's not right.
Personal perspective from an Indian American criticizing Canada's immigration policy and specific immigrant communities' integration practices.
Bills.24
Nov 6, 2025
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much …
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much better for a citizen.
Critiques media reporting practices as biased, proposing new terminology for perceived discrimination while comparing treatment of different religious/ethnic groups.
KnowtoKnow-r4s
Nov 2, 2025
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Proposes restrictive policy on student visas with sarcastic tone about enforcement timelines.
AamAdmi100
Oct 21, 2025
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big …
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big problem
Criticizes government immigration policy for allegedly admitting people with criminal records and poor civic sense, expressing concern about policy implementation.
Draccenium
Nov 1, 2025
IRCC itself is corrupt. There is no Canadian institution that is not corrupt. With influence even healthcare wait times can be converted into minutes. There is no reason for anyone to live in Canada is …
IRCC itself is corrupt. There is no Canadian institution that is not corrupt. With influence even healthcare wait times can be converted into minutes. There is no reason for anyone to live in Canada is a dead economy.
Criticizes IRCC and Canadian institutions as corrupt while making unverified claims about systemic corruption and economic decline.
maplefighter3X
Oct 22, 2025
Put a limit per country ....problem fixed. You're welcome
Put a limit per country ....problem fixed. You're welcome
Proposes a specific policy solution (per-country immigration limits) as a fix to perceived problems.
eliobol6139
Oct 22, 2025
Create problems, offer solutions that strap us all down further. Nothing is new under the sun.
Create problems, offer solutions that strap us all down further.
Nothing is new under the sun.
Critiques government approach as creating problems and imposing restrictive solutions, with a cynical philosophical undertone about systemic patterns.
the_2ofus
Oct 21, 2025
If Canada is taking immigrants cream of the crop. That's not what happened in the last 4 years. Look around.
If Canada is taking immigrants cream of the crop. That's not what happened in the last 4 years. Look around.
Critiques Canada's immigration selection policy by claiming recent immigrants are not 'cream of the crop,' implying policy failure without specific evidence.
TrennaHardie
Nov 2, 2025
I will never forgive the liberals for what they did.
I will never forgive the liberals for what they did.
Expresses strong disapproval of Liberal government's immigration policies without specifying details.
Policy Critique
0.80
samuelsamuelson372
Oct 22, 2025
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
Critiques urban planning and development priorities in Canadian cities, comparing suburban and older neighborhoods.
randomcanad14n3h
Oct 20, 2025
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Critiques visa vetting policy while making unverified claims about criminal backgrounds and conspiracy theories about intentional government sabotage.
vtr5328
Oct 27, 2025
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India …
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India couldn't assimilate with them, u expect they would assimilate with you!!🤣🤣🤣🤣
Critiques government policy of allowing labor-class immigration for political gain, with moral argument about assimilation challenges.
ramchandrajoshi9512
Oct 15, 2025
You gotta thank uncle Justin Trudeau for that.
You gotta thank uncle Justin Trudeau for that.
Blames Prime Minister for immigration policy outcomes, critiquing government decision-making.
Policy Critique
0.80
totalelectronics6734
Oct 23, 2025
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the tech industry I thought I could get PR relatively easily. But everyday I am seeing stories about people moving to western countries, beating the system, not paying taxes - how does that even work?
First-person account from an Indian immigrant expressing shock at unchecked immigration, criticizing fraudulent colleges and questioning how the system enables tax evasion.
debadri
Oct 14, 2025
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am …
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am not against immigration, I am against mass immigration. There should be no more than 10,000 entering the country every year, and not all mainly from one country. The Liberal government is lining us up for disaster under the direction of the WEF.
Critiques immigration policy and government handling, with unverified claims about WEF direction and specific numerical proposals.
jamiewilliams1410
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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Discourse Quality (Perspective API)