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
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
Criticizes Liberal government performance and questions their electoral viability based on perceived policy failures.
Policy Critique
0.85
NolanBaptiste-z3q
Feb 25, 2026
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad.
To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation.
And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Commenter shares Indian identity while criticizing both Indian diaspora behavior and Canadian government's handling of Khalistani separatists, framing it as a security and reputational concern.
ShivaSivz127
Jan 27, 2026
The Canadian president’s approach to this situation seems highly immature, especially by pressuring the U.S. to contribute even more funds to this war. Forcing a 25% price increase on the American people is not just …
The Canadian president’s approach to this situation seems highly immature, especially by pressuring the U.S. to contribute even more funds to this war. Forcing a 25% price increase on the American people is not just irresponsible—it feels outright malicious. This kind of leadership doesn’t serve the people; it only fuels further economic strain. Truly disappointing
Criticizes the Canadian leader's policy decisions and approach as immature and irresponsible, with underlying moral judgment about leadership quality.
@artwizardlanguages
Mar 4, 2025
Trump couldn’t even fix inflation like he promised. And so what does the idiot in chief do?\n\nImpose tariffs making everything even MORE expensive
Trump couldn’t even fix inflation like he promised. And so what does the idiot in chief do?\n\nImpose tariffs making everything even MORE expensive
Criticizes Trump's economic policy performance and tariff decisions as counterproductive.
Policy Critique
0.85
@Mouradin1224
Mar 4, 2025
Why is he talking. He lost a vote of no confidence and is going to jail for corruption. He should be thrown out of Canada
Why is he talking. He lost a vote of no confidence and is going to jail for corruption. He should be thrown out of Canada
Criticizes Trudeau's legitimacy based on legal/political circumstances and calls for his removal from office.
@wp70
Mar 4, 2025
This man ruined Canada. Pierre Poilievre can't come in soon enough!
This man ruined Canada. Pierre Poilievre can't come in soon enough!
Criticizes current leadership and expresses preference for alternative political figure, combining policy dissatisfaction with implicit call for political change.
@generalhotdog33
Mar 5, 2025
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home..
This is what really pisses me off wit this.
Criticizes immigration policy and argues that immigrants should be deported if they don't fully commit to Canadian identity.
npcimknot958
Jan 27, 2026
Canada should fix the border problem which has caused the fentanyl problem in USA.
Canada should fix the border problem which has caused the fentanyl problem in USA.
Critiques Canadian border policy as causing downstream problems (fentanyl crisis in USA).
@killingtime5795
Mar 4, 2025
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
Criticism of Trump as a security threat and failed president, framing him as dangerous to the nation.
@Neveralone412
Mar 4, 2025
Trudeau is good at brainwashing. It has nothing to do with the people. It has to do with this dictator regime who taxes everyone and everything in Canada. Basically. And don't want to stop. They …
Trudeau is good at brainwashing. It has nothing to do with the people. It has to do with this dictator regime who taxes everyone and everything in Canada. Basically. And don't want to stop. They leave their borders open and immigration here in Canada is out of control. They give refuge to criminals in Canada and no rule of law. This guy is a dictator and food at brainwashing in the media.
Criticizes government policy on taxation, borders, and immigration while making unverified claims about criminals and dictatorial control.
@luckyjazzy15
Mar 4, 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
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop …
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop this. Right now, the GOP is just enabling him.
Critiques Trump's foreign policy direction and appeals to GOP politicians' moral responsibility to oppose it.
@bobcarn
Mar 4, 2025
This trumps leadership only billionaires will survive not poor americans
This trumps leadership only billionaires will survive not poor americans
Criticism of Trump's leadership policies with focus on economic inequality and class impact.
@CatherineSakala-ej5os
Mar 4, 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
Trump is an imbecile ??????
Trump is an imbecile ??????
Direct criticism of Trump's competence and leadership without elaboration.
Policy Critique
0.85
@gazzalad8901
Mar 4, 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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Discourse Quality (Perspective API)