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
14:15 don't forget Carney was involved with that for five years.
14:15 don't forget Carney was involved with that for five years.
Attributes responsibility to a named official for a five-year involvement in a policy matter.
Policy Critique
0.85
hotrodplumber
Feb 17, 2026
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Critiques current leadership by contrasting it with an idealized leader, implying dissatisfaction with government performance and values.
@g_young8412
Mar 4, 2025
Trump is not mentally fit for office because he is a childish man
Trump is not mentally fit for office because he is a childish man
Critiques Trump's fitness for office based on character assessment.
Policy Critique
0.85
@worldclassmathe8976
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
The problem is the liberal government who lets anyone in the country
The problem is the liberal government who lets anyone in the country
Criticizes government policy on immigration admissions while implying national identity concerns about who belongs in Canada.
johnnunes2993
Feb 18, 2026
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
I think we should increase tariffs ofn American digital services as well, as they are, leading there.
I think we should increase tariffs ofn American digital services as well, as they are, leading there.
Proposes a specific policy response (tariffs on American digital services) as a critique of current trade arrangements.
Policy Critique
0.85
@Goldsnip
Mar 4, 2025
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Criticizes government parties and policies as destructive, with implicit call to change voting behavior.
Billiumsetay
Aug 28, 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
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this bs by these immigrants in my opinion
Blames the Liberal government for immigration policy and calls for action against immigrants, framing it as a political failure.
tdbtdb8706
Aug 28, 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
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
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent …
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent to help the growth of the country instead support the stupid moves.
Criticizes government management across multiple domains (cost of living, healthcare, infrastructure, foreign policy) without specific immigration focus.
wkclaw
Aug 28, 2025
Because the majority voted for our sorry, unworthy prime minister
Because the majority voted for our sorry, unworthy prime minister
Blames current political leadership for immigration policy outcomes, attributing the situation to electoral choices.
Policy Critique
0.85
Sirtigereg
Aug 28, 2025
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Critiques immigration policy imbalances and racial discrimination in selection criteria, compares Canada to UK and US, and appeals to moral/religious principles for reform.
kingslyon3409
Aug 28, 2025
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was …
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was to help the Liberal Party grow.
Criticizes Liberal immigration policy with an unsubstantiated claim about partisan motives for immigration decisions.
DeadNorthTV
Aug 27, 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
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
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
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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)