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
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back …
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back to them.
Criticizes government hypocrisy by pointing out domestic cost-of-living crisis while condemning US tariffs.
@sh1fu
Mar 5, 2025
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
Criticizes a political leader's approach to economic policy as oversimplified, offering analytical critique of governance.
Policy Critique
0.85
@dodgerswschamp5166
Mar 5, 2025
This prime minister a joke been joke will always be a joke
This prime minister a joke been joke will always be a joke
Dismissive critique of the Prime Minister's competence and leadership, repeated for emphasis.
Policy Critique
0.85
@corymccarley4457
Mar 5, 2025
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all …
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all of the Canadian diplomats are using, including the foreign minister. They’ve had enough.
Analyzes political motivations and party dynamics, arguing that diplomatic tone reflects genuine institutional position rather than political expediency.
Policy Critique
0.85
@alissawakeman
Mar 4, 2025
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does …
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does not need Canada. This can be all solved on tariffs if all countries do reciprocal %'s. Doubt that will happen.
Critiques Canadian tariff policy and argues for reciprocal trade arrangements, comparing Canada-USA economic relationship.
@MarkBrown-uf8ct
Mar 4, 2025
trump not fit for being a leader of united states, he must replace now......
trump not fit for being a leader of united states, he must replace now......
Argues Trump is unfit for leadership and should be replaced, critiquing his suitability for office.
Policy Critique
0.85
@jefersonaguilloso741
Mar 4, 2025
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, …
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, making clear decisions which benefit his countrymen. Unlike the Felon-in-Chief who is bulldozing all our relationships with allies and, instead, siding with our greatest enemy, Putin.
Critiques leadership quality and decision-making while contrasting Canadian and American leaders, with implicit national identity framing.
@lauriebriggs9705
Mar 4, 2025
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
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 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
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
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
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
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
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
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
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
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
There is no justification for these tariffs. Why is this President hurting our country? Why is he aligning with Russia?
There is no justification for these tariffs. Why is this President hurting our country? Why is he aligning with Russia?
Criticizes tariff policy and expresses concern about alignment with Russia, combining policy analysis with threat perception.
@CatarinaDGMK
Mar 4, 2025
What an embarrassment to Canada. Trudeau had 1 job to do: Stop the smuggling of drugs to the states from our border. Instead, he's ignored this and thinks he is justified in talking tough. What …
What an embarrassment to Canada. Trudeau had 1 job to do: Stop the smuggling of drugs to the states from our border. Instead, he's ignored this and thinks he is justified in talking tough. What a disgrace. We deserve the tariffs for voting in Trudeau.
Criticizes Trudeau's handling of border drug smuggling and connects policy failure to electoral consequences.
@Ariel-oo1nc
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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14-category DH taxonomy
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Discourse Quality (Perspective API)