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 are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Critiques government resource allocation policy while implicitly appealing to fairness by contrasting treatment of non-citizens versus homeless citizens.
wendyleonenko8962
Feb 24, 2026
Imagine living in a country where your prime minister has no problem giving all our money away to terrorists. Or raising carbon tax to the point people can't pay their bills, lose their homes.. imagine …
Imagine living in a country where your prime minister has no problem giving all our money away to terrorists. Or raising carbon tax to the point people can't pay their bills, lose their homes.. imagine having a prime minister who doesn't really care about canadians like he says he does because unlike canadians no everyone has a huge trust fund like he does to live as comfortable like he does with the punishment he lays on us.. it's gonna be tough on us.. NOT him
Criticizes government fiscal policy and the Prime Minister's priorities while appealing to fairness and concern for ordinary Canadians' welfare.
@jamiedrews6855
Mar 4, 2025
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better job of screening people coming in. Canada still needs good capable people coming in.
Commenter critiques Canada's screening process for immigrants while acknowledging the need for skilled workers, focusing on policy improvement rather than rejecting immigration.
CS-nn8zu
Feb 12, 2026
There is a problem with the Canadian banking system, where its culture of risk, avoidance, hobbles, development, and growth. I think you were trying to make this point and I would agree. We could do …
There is a problem with the Canadian banking system, where its culture of risk, avoidance, hobbles, development, and growth. I think you were trying to make this point and I would agree. We could do better.
Commenter critiques the Canadian banking system's risk-averse culture as hindering development and growth, offering policy-level analysis.
Policy Critique
0.85
@SuperMcgenius
Mar 5, 2025
Blah Blah Blah, you arrested truck drivers and seized their bank accounts because they didn't want the jab. Let's see how long Canada makes it without America. ???? Good luck, Canada. You're going to need …
Blah Blah Blah, you arrested truck drivers and seized their bank accounts because they didn't want the jab. Let's see how long Canada makes it without America. ???? Good luck, Canada. You're going to need it!
Criticizes government actions (arrests, asset seizure) while expressing anxiety about Canada's geopolitical vulnerability.
@jacobgalloway3784
Mar 4, 2025
Building no pipelines at all for a decade fucked us. Now we pay and idiots are willing to vote for those people that did it
Building no pipelines at all for a decade fucked us. Now we pay and idiots are willing to vote for those people that did it
Criticizes past government policy decisions on pipeline infrastructure while expressing frustration with voters supporting those responsible.
@McSwirlywirly
Mar 4, 2025
Canadians are not being Reasonable! Canadians lost their free speech. PISS OFF TRUDORK!
Canadians are not being Reasonable! Canadians lost their free speech. PISS OFF TRUDORK!
Criticizes government policy (free speech loss) and expresses nationalist frustration with leadership.
@TheRockKratos
Mar 4, 2025
As a Canadian, we are collectively embarrassed of this clown, he is the single least popular PM in Canadian history, he had to step down as a result of his scandals (also the most in …
As a Canadian, we are collectively embarrassed of this clown, he is the single least popular PM in Canadian history, he had to step down as a result of his scandals (also the most in Canadian history) as well as his radical unpopularity. He’s a goof.
Comment combines personal identity as Canadian with detailed criticism of political leadership, scandals, and unpopularity.
@johnlambert8375
Mar 4, 2025
Please dont stand with canada, canada deserves the 25 percent of tariff, should be more than 25 percent, even 50 percent, trudeau need to go, destroyed my family
Please dont stand with canada, canada deserves the 25 percent of tariff, should be more than 25 percent, even 50 percent, trudeau need to go, destroyed my family
Criticizes Trudeau's policies and calls for his removal, framing tariffs and immigration as destructive to the commenter's family.
@NATHANLU-d1z
Mar 4, 2025
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Criticizes government ministers and immigration policy while asserting that immigrants should meet specific criteria and contribute.
pm4833-x4z
Feb 27, 2026
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our …
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our citizen students do they can get a foot in door.
Criticizes immigration policy regarding education levels and expresses concern about labor market impacts.
T.614-p4g
Feb 12, 2026
Turdeau has ruined Canada
Turdeau has ruined Canada
Expresses criticism of the Prime Minister's governance and policies without elaborating specific concerns.
Policy Critique
0.85
@juliandee8815
Mar 4, 2025
The US is isolating itself from the world. It is indeed the strongest and the richest country. But the decisions, the current admin has made will damage the United States. Specifically the people of the …
The US is isolating itself from the world. It is indeed the strongest and the richest country. But the decisions, the current admin has made will damage the United States. Specifically the people of the estates with or without knowing, they will pay for the cost caused by the wrong decision made by MAGA. This is really sad to see how they divide themselves and the world. Only a few of idiots has gotten so much power to harm normal people who are only interested in living a peace and happy life with loved ones or their own family but now their suffer just started.
Criticizes US administration decisions and their harmful consequences while appealing to shared human values of peace and family welfare.
@FCCEO
Mar 4, 2025
Trudeau is second to none the worst prime minister Canada has ever had. He’s crippled Canada, turned it into a third world country. Canada has the highest individual debt of any country on earth.
Trudeau is second to none the worst prime minister Canada has ever had. He’s crippled Canada, turned it into a third world country. Canada has the highest individual debt of any country on earth.
Criticizes Trudeau's leadership and policies while making unverified economic claims (highest individual debt claim lacks evidence).
@justinnichols262
Mar 4, 2025
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their …
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their problems canadas problems
Commenter critiques refugee and immigration policy eligibility requirements while raising economic concerns about taxpayer burden.
robertscahill7987
Feb 24, 2026
What a piece of shit. Stop mutilating children! Make drugs against the law again! Pay reparations to the people who were arrested or had their bank accounts seized because they wouldn’t take the jab or …
What a piece of shit. Stop mutilating children! Make drugs against the law again! Pay reparations to the people who were arrested or had their bank accounts seized because they wouldn’t take the jab or spoke out against the Canadian government. He is a talking head and a tyrant, Trudeau is no different than Hitler!!!
Combines harsh criticism of government policies (drug laws, vaccine mandates, financial seizures) with inflammatory comparisons and demands for reparations.
@allenhicks6573
Mar 4, 2025
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor …
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor ever ?
Critiques the Prime Minister's policy choices regarding border security and tariffs, arguing for different negotiation tactics.
Policy Critique
0.85
@courtney1496
Mar 4, 2025
Very straightforward condemnation against the Trump administration on these tariffs. Trump is looking for trouble at the expense of the citizens without thinking about the welfare of the people. Trump wants to bankrupt Canada because …
Very straightforward condemnation against the Trump administration on these tariffs. Trump is looking for trouble at the expense of the citizens without thinking about the welfare of the people. Trump wants to bankrupt Canada because it has ample resources and Trump wants Canada to be the 51st state. It is quite impossible to bankrupt Canada because it can always expand its international trade to other countries, like Europe, etc. Do not tolerate the bully. Salute to Trudeau for being honest to confirm that there are no winners in this stupidity.
Criticizes Trump's tariff policy while praising Trudeau's response, with appeals to fairness and citizen welfare.
@TiciaDeLeon
Mar 4, 2025
What an amazing display of racial profiling!!
What an amazing display of racial profiling!!
Criticizes government practices (racial profiling) as unjust policy implementation.
jackreacher1132
Feb 12, 2026
he do not listen to advice, all he have around him is yes flunkies and nothing else
he do not listen to advice, all he have around him is yes flunkies and nothing else
Criticism of leadership decision-making and surrounding advisors, framed as policy/governance critique.
Policy Critique
0.85
@jerry-q8f
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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Discourse Quality (Perspective API)