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
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
Critiques current economic policy while asserting a political identity (support for Biden/Harris administration).
@PEACE-fb8ok
Mar 4, 2025
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Blames government policy for immigration problems while making an unverified claim about immigrants taking advantage.
animedreamnetwork245
Sep 14, 2025
its for vote buying in the future
its for vote buying in the future
Alleges government immigration policy is motivated by electoral manipulation without evidence.
cdnsilverdaddy
Sep 18, 2025
In a word, Liberals!
In a word, Liberals!
Brief partisan criticism attributing immigration policy to the Liberal government, though minimal elaboration.
Policy Critique
0.75
Fourme2see
Sep 12, 2025
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
It was all Trudeau. He still needs to pay.
It was all Trudeau. He still needs to pay.
Blames Prime Minister Trudeau for immigration policy failures and implies accountability/punishment is needed.
turtleturds
Sep 13, 2025
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come …
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come to a fair agreement.
Presents specific policy demands (border security, fentanyl, trade) framed as reasonable requests to address through negotiation.
@TJDowning21
Mar 4, 2025
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural …
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural sector for protesting/going on strike he been the almighty Canadian aka the big honcho he decides to punished everyone frozen ? all their assets including bank accounts not counting he took Canadian second amendment ?
Rambling critique of Trudeau's past policies (agricultural sector, asset freezing, gun control) presented as evidence of authoritarianism, mixing verifiable policies with inflammatory language.
@torobololo
Mar 4, 2025
Well the world has changed a lot and especially considering most of Canadians are boomers ! That model doesnt work anymore
Well the world has changed a lot and especially considering most of Canadians are boomers ! That model doesnt work anymore
Argues that past immigration models no longer work due to demographic shifts in Canada's population age structure.
Zeeee12334
Feb 17, 2026
It is not about fentanyl......He has to give an argument but it is a false item.
It is not about fentanyl......He has to give an argument but it is a false item.
Critiques the fentanyl argument as false pretext for tariffs, questioning the legitimacy of stated policy rationale.
@rigomechelmans7191
Mar 4, 2025
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
Criticizes Trudeau's leadership and responsiveness to citizens while comparing his popularity unfavorably to Trump's.
@TimOlaughlin
Mar 4, 2025
We are up to our necks in corruption.
We are up to our necks in corruption.
Brief critique of systemic corruption in government without specific policy details or elaboration.
Policy Critique
0.75
BIGFOOT-BC-HammerDown
Feb 17, 2026
Trudeau is a lying murderous dictator! Take one to know one
Trudeau is a lying murderous dictator! Take one to know one
Strong criticism of Trudeau using inflammatory language, framing him as dishonest and dangerous rather than engaging specific policies.
@bnaccas76
Mar 4, 2025
How about you cut 50% of the bloated public service?
How about you cut 50% of the bloated public service?
Proposes specific policy solution (cutting public service) as alternative to current government approach.
@sigma5055
Feb 20, 2026
The country has been sold; that's it.
The country has been sold; that's it.
Cryptic critique of government policy framed as national loss or betrayal, with underlying anxiety about control.
caslu6578
Sep 19, 2025
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Comprehensive critique of immigration policy and government decisions, with unverified claims about Indian immigration percentages and employment discrimination.
cb27743
Sep 19, 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)