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
Watch the Liberals will talk about doing something and talk some more and do NOTHING!!!!! Then make all the Fraudsters citizens ! Way to go liberals !!!!!!!
Watch the Liberals will talk about doing something and talk some more and do NOTHING!!!!!
Then make all the Fraudsters citizens !
Way to go liberals !!!!!!!
Criticizes government inaction on fraud and citizenship issues, implicitly calling for stricter enforcement.
JFK129
Sep 30, 2025
All this tough talk and posturing but no actions on the ground. I love that she is trying to get answers and holding people accountable but in reality nothings changing. Students and immigrants keep coming …
All this tough talk and posturing but no actions on the ground. I love that she is trying to get answers and holding people accountable but in reality nothings changing. Students and immigrants keep coming in. They just don’t give a f$@* about Canadian laws because no one has seen any consequences!
Criticizes government enforcement and policy effectiveness, arguing lack of consequences for violations.
Policy Critique
0.85
Walter-h5o
Sep 30, 2025
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars …
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars in tuition, buy real estate, and are not eligible for any social assistance? Why not look into who makes up the bulk of offenders in Canada, who's on welfare/disability, who's unemployed? Of course this wouldn't fit your narrative.
Criticizes the video's framing and editorial choices while challenging an unverified claim about Indian tax payment, arguing the narrative is selective.
roytooshort
Sep 24, 2025
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Criticizes visa issuance procedures while appealing to fairness for legitimate immigrants.
gulabh
Sep 29, 2025
How do you expect to keep track of these bogus students? To track their every move, you would have to have an ankle bracelet.
How do you expect to keep track of these bogus students? To track their every move, you would have to have an ankle bracelet.
Challenges the feasibility of government tracking mechanisms for international students, implying policy inadequacy.
mark_anders
Sep 29, 2025
If we deport only we can control illegal
If we deport only we can control illegal
Argues that deportation is necessary for immigration control, presenting a policy position on enforcement.
Policy Critique
0.85
PuraveenaGesavan
Sep 29, 2025
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue?
An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible.
In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
The comment systematically critiques Canadian immigration policy and the visa system while making moral arguments about exploitation and shared responsibility across multiple actors.
nerf2752
Sep 29, 2025
None compliant should be subject for removal. And all international students shouldn't be allowed for asylum.
None compliant should be subject for removal. And all international students shouldn't be allowed for asylum.
Calls for removal of non-compliant individuals and restriction of international student asylum, framing these as policy positions.
burleylien2263
Sep 27, 2025
You guys should do more stories on inequality, though it requires more research than talking with random people on the street. Also when the people you interview make claims such as "they're not paying taxes" …
You guys should do more stories on inequality, though it requires more research than talking with random people on the street. Also when the people you interview make claims such as "they're not paying taxes" or "there's a lot of fake universities", i think it would be right to try and back that up or know the details of this
Critiques video journalism standards and requests verification of claims made by interviewees, focusing on methodological rigor.
valaiopwep7990
Sep 27, 2025
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
Criticizes government policy on student visas and corporate tax subsidies, with an implicit call to stop these practices.
rahmankhan8272
Sep 29, 2025
Just blame the companies who hiring them
Just blame the companies who hiring them
Redirects blame for immigration issues toward employers rather than government policy or immigrants themselves.
Policy Critique
0.85
natgenesis5038
Sep 28, 2025
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Critiques government immigration policy as causing housing/job shortages and burdening taxpayers, advocating border closure.
johnwatt1903
Sep 27, 2025
If you are here illegally or have expired paperwork, then you need to leave. The authorities need to find and deport those who are here illegally.
If you are here illegally or have expired paperwork, then you need to leave. The authorities need to find and deport those who are here illegally.
Advocates for stricter enforcement of immigration law and deportation of undocumented immigrants, critiquing current policy implementation.
Policy Critique
0.85
chrismarshall6647
Sep 28, 2025
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight.
$252 million, this is the surplus profit) that one just one Ontario public college had in 2024. There’s no typing error, friends, this is the number and anyone can verify it. The last I checked, these colleges are not operated or governed by immigrants, it’s us who are in charge. We are being mislead to believe that the problem lies elsewhere. Colleges made money, the feds, province , region every body made millions. Where were these auditors for 8 years. This mass influx began in 2018, so was the entire government and administration at all levels was napping.
Critiques government and institutional accountability for immigration policy outcomes, arguing that blame is being misdirected away from responsible authorities and their financial interests.
ryansood2651
Sep 28, 2025
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
Expresses frustration with government's inability to address illegal students, combining policy criticism with alarm about enforcement failure.
HOPE-x1v
Sep 27, 2025
The schools took in billions and made the municipalities take on the burden of rental demands, cost of food and resources. Sue the schools for not providing housing! Sue the immigration lawyers for scamming the …
The schools took in billions and made the municipalities take on the burden of rental demands, cost of food and resources.
Sue the schools for not providing housing!
Sue the immigration lawyers for scamming the students for $3k to $5k!
Time for a Trump like investigation! Luckily for Canada, we provide ZERO jobs unlike the Tech Cos in the USA!
Criticizes schools and immigration lawyers for financial exploitation and calls for legal action (lawsuits and investigation) against them.
vision2025-y5u
Sep 27, 2025
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city.
We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Extensive critique of immigration policy and system failures, mixed with unverified claims about crime/overstaying and fear-based framing of demographic change.
Trial_N_Terror
Sep 23, 2025
Problem is not immigrants, but the asylum. Canada is the worlds home for criminal asylum.
Problem is not immigrants, but the asylum. Canada is the worlds home for criminal asylum.
Distinguishes between immigration and asylum policy, critiquing the latter as enabling criminal asylum seekers rather than opposing immigration broadly.
Policy Critique
0.85
Something3741
Sep 24, 2025
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your policy has failed somewhere. Psychologically speaking human would naturally gravitate towards people they have similarities(language, color, likes & dislikes, etc) with and congregate as a "tribe" for warmth & security. Just put one white person alone in the middle of an Indian market at rush hour, i promise you they'd run to the first white person they spot for "security", now tell that one guy that he has to live in India for the foreseeable future and that he has a choice of living in any area of that city and he learns that there a part of town where most of the white people live, where do you think he'll go?
Analyzes immigration policy as having failed, critiquing 'open door policy' while acknowledging natural human clustering behavior with psychological reasoning.
amitexo
Sep 21, 2025
Having a community with lots of indians isn't the problem. The problem is with people with fake student visas and taking advantage of people whom is seeking job opportunities and government benefits, while evading taxes
Having a community with lots of indians isn't the problem. The problem is with people with fake student visas and taking advantage of people whom is seeking job opportunities and government benefits, while evading taxes
Critiques immigration policy and enforcement while making unverified claims about fake visas and tax evasion without evidence.
thisistiktokhellooo
Sep 23, 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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