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
What a broken system .. all u needed was visa money and admission money 😂 and it got exploited.. the Chinese track every foreigner who enters their land if u r reported to be missing …
What a broken system .. all u needed was visa money and admission money 😂 and it got exploited.. the Chinese track every foreigner who enters their land if u r reported to be missing classes 😂 hallelujah God save u.. they will track u down and deport ..
Criticizes the visa/admission system as exploitable while using humor to mock enforcement disparities between countries.
Asangamitra
Sep 30, 2025
Trudeau needs to stop talking !
Trudeau needs to stop talking !
Direct criticism of Trudeau's communication approach and leadership.
Policy Critique
0.85
@steveo4253
Mar 4, 2025
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
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to …
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to work they will be looking far a raise. Don’t they dare give them a raise make them do their damn job that they haven’t been doing for 10 years.
Detailed criticism of immigration officers' performance and compensation, arguing they have neglected duties and don't deserve raises.
Policy Critique
0.85
Rob-n5l3p
Feb 18, 2026
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how Quebec doesn’t really want to be a part of Canada. I am especially against foreign cultures consolidating into one area such as Brampton or Ontario as a whole, Canada is a white country and white people should remain at least 75% of the population or else things start going downhill.
Argues for stricter immigration controls and expresses demographic anxiety about cultural consolidation and racial composition, framed as policy analysis.
joe_mmamaa
Jan 27, 2026
Boy Trudeau made a mess of our immigration system.
Boy Trudeau made a mess of our immigration system.
Direct criticism of Prime Minister Trudeau's management of the immigration system, attributing policy failure to political leadership.
Policy Critique
0.85
Rationalthinker-e6n
Feb 18, 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
Investigating? Still not going to do anything!
Investigating? Still not going to do anything!
Criticizes government inaction and ineffectiveness in addressing immigration enforcement issues.
Policy Critique
0.85
lucasvidz22
Feb 18, 2026
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
Corrupt DEI!
Corrupt DEI!
Brief criticism of DEI (Diversity, Equity, Inclusion) policy as corrupt, though lacking detail.
Policy Critique
0.85
Freaky4456
Feb 27, 2026
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
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
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
Like I thought Trudeau really messed things up. For me he was an incompetent goof!
Like I thought Trudeau really messed things up. For me he was an incompetent goof!
Direct criticism of Trudeau's leadership competence and governance record.
Policy Critique
0.85
sparky7915
Feb 18, 2026
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
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
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
Who would image the man who bankrupted multiple companies is now working to destroy America’s economy. Republicans are you winning yet? Ready for the next economic depression?
Who would image the man who bankrupted multiple companies is now working to destroy America’s economy. Republicans are you winning yet? Ready for the next economic depression?
Criticizes economic policy and leadership while expressing anxiety about economic depression, combining policy critique with threat-based framing.
@Darkdjinn79
Mar 4, 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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