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
My god man u have put your people in bad place little man you of all people American people will be fine
My god man u have put your people in bad place little man you of all people American people will be fine
Commenter criticizes Trudeau's policies or leadership for negatively affecting Canadians, though the statement is somewhat unclear.
Policy Critique
0.65
@William-k6b
Mar 4, 2025
Thats why its out of the cabinet
Thats why its out of the cabinet
Brief comment suggesting disapproval of a policy decision (removal from cabinet), though context is minimal.
Policy Critique
0.65
@CCPLord
Mar 4, 2025
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Asserts that Canada is not a democracy while praising Alberta's democratic credentials, combining identity framing with political system critique.
deanmcghie6519
Feb 26, 2026
or those who come through other safe countries
or those who come through other safe countries
Fragmentary comment critiquing asylum policy regarding safe third countries, though context is minimal.
Policy Critique
0.65
Susan-m6v8i
Feb 24, 2026
PLENTY MORE TO GO
PLENTY MORE TO GO
Cryptic statement suggesting more deportations or stricter measures are needed, though the exact policy target is unclear.
Policy Critique
0.65
willy4571
Dec 24, 2025
It's more than time for Canada to turn themself to electric Chinese car at around CAD 5K with quality comparable to Tesla and so many more affordable goods and products from diverse countries of Asia …
It's more than time for Canada to turn themself to electric Chinese car at around CAD 5K with quality comparable to Tesla and so many more affordable goods and products from diverse countries of Asia including cheaper chips, GPU, CPU, etc... with the green, affordable and available electricity in huge quantity who could place Canada at the first rank in AI development without speaking about it Geo position reducing latency, Crypto mining at the lower cost around the entire world, the world largest rear earth elements and so many more. By stopping to cooperate with a vicious country which has the philosophy of eliminating the concurrency until to collaborate for the exponential growth of each other's. It's clear that the target of the US was to force the Canada to be producing goods and service to the US consummation at a price so low that will have turn Canada in a third world country which the US could invade or exploit as it will, like they did all around the world by bombing and even committing genocide using proxy to stole the resource of so many nations around the world. So obviously they deal with Russia on how to rob the richest from Europeans nation like Ukraine as it is clear that the US is now looking to make the entire world economy fall for their own profit. Canada must lead in the fight against the American imperialisms pushing for a world embargo against the US and become at the same time one of the richest nations in the world if not the richest one. while for the US citizens to invest all their money in BTC to ensure that they will not fall down with their government and economy.
Lengthy critique of US-Canada economic relations and US foreign policy, advocating for Canadian independence and alternative partnerships with Asia.
@alibradford6310
Mar 4, 2025
Trudeau wasn't so tough with Trump face to face.
Trudeau wasn't so tough with Trump face to face.
Critiques Trudeau's negotiating stance and effectiveness in dealing with Trump, questioning political leadership.
Policy Critique
0.65
@edwardmccall450
Mar 4, 2025
No you believe in us protecting you for free for forever. And it’s over. You are crippling yourselves Canada. And again, you must have a team of moderators that crowd source opinions and use mine …
No you believe in us protecting you for free for forever. And it’s over. You are crippling yourselves Canada. And again, you must have a team of moderators that crowd source opinions and use mine often to prepare you for your next speech. I am but one intelligent Hoosier calling these moves… you really will be losing seafood here next ;). Trade war is hardly 25%, and the tariffs were meant to be reciprocal anyways XD so wooo, big move. Weren’t you facing fraud charges or something just recently cuz you stole from your own people?
Critiques Canadian government policies on protection and trade tariffs, with comparative references to US trade dynamics.
@jmiller2292
Mar 4, 2025
The coalition of Liberal and NDP
The coalition of Liberal and NDP
Brief criticism of the Liberal-NDP coalition government, implying responsibility for immigration policy.
Policy Critique
0.65
mingwu9509
Oct 9, 2025
bla,bla,bla et rien, canada besoin le loi C-4 très facile.
bla,bla,bla et rien, canada besoin le loi C-4 très facile.
Brief French-language comment dismissing previous arguments and advocating for law C-4, though meaning is somewhat unclear; appears to be policy-focused critique.
Policy Critique
0.65
edgarrodriguez-qg5xr
Oct 14, 2025
Clearly he just threatened us with fentanyl.He said that we're undermining them keeping fit in all from crossing the borders.They shouldn't keep fit andyl crossing the borders regardless of what the trade circumstances are they …
Clearly he just threatened us with fentanyl.He said that we're undermining them keeping fit in all from crossing the borders.They shouldn't keep fit andyl crossing the borders regardless of what the trade circumstances are they threatened to basically just try to fill our streets with vet and all they f***** u*I'm telling you man is guys shooting himself in the foot
Critiques border policy and Trump's threats regarding fentanyl, though the comment is somewhat incoherent.
@dustinwarender8955
Mar 4, 2025
Technically, the people wanted this since they are the ones who vote.
Technically, the people wanted this since they are the ones who vote.
Critiques democratic accountability by noting voters bear responsibility for electoral outcomes.
Policy Critique
0.65
@RENZconzin
Mar 4, 2025
We dont need your lumber
We dont need your lumber
Brief rejection of a trade or resource policy, expressing opposition to lumber imports or exports without elaboration.
Policy Critique
0.65
@timwilliams4329
Mar 4, 2025
This guy is a bigger fraud
This guy is a bigger fraud
Brief accusation of dishonesty directed at a political figure, functioning as criticism without elaboration.
Policy Critique
0.65
@voice2371
Mar 4, 2025
Look at the facts. No, you didn’t act.
Look at the facts. No, you didn’t act.
Vague accusation that leadership failed to act on unspecified issues, critiquing government inaction.
Policy Critique
0.65
@Derekgrant12
Mar 4, 2025
TURDO SUCKS JUST LIKE CNN
TURDO SUCKS JUST LIKE CNN
Expresses disapproval of a political leader through brief, emphatic criticism without substantive policy analysis.
Policy Critique
0.65
@Richard-Isley-Bigsley
Mar 4, 2025
donald trump did that, not the American people.
donald trump did that, not the American people.
Deflects responsibility from American people to Trump, critiquing leadership decisions.
Policy Critique
0.65
@soCalMomGaming
Mar 4, 2025
being Social is good, Socialism is the answer not Individualism
being Social is good, Socialism is the answer not Individualism
Makes a political/ideological argument about economic systems, tangentially related to immigration policy frameworks.
Policy Critique
0.65
DoomerDivorced
Oct 16, 2025
All this it's your fault \nYou're the one \nTalk to dictator?\nLook back 2022\nSince you government 2016\n29%difference usa $cad \nYou're the Disgrace of this great Country \nGo home \nTalking of been With Russia or \nAmerica?\n5000 nuclear …
All this it's your fault \nYou're the one \nTalk to dictator?\nLook back 2022\nSince you government 2016\n29%difference usa $cad \nYou're the Disgrace of this great Country \nGo home \nTalking of been With Russia or \nAmerica?\n5000 nuclear weapons Usa\n5000Russia\nCanada's has bottle Caps \nStop sending money to a \nClown that doesn't belong to \nNATO OR EU\nCanadians first
Blames government for economic disparities and foreign policy decisions while calling for prioritizing Canadians, with some unsubstantiated claims.
@carminebaratta9318
Mar 4, 2025
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly …
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly using asylum...
Distinguishes between asylum seekers and international students economically while criticizing video's framing, though text is fragmented and unclear.
nimithanimeh
Jan 27, 2026
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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)