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
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Criticizes Trudeau's government leadership and predicts negative outcomes for Canada, framed as policy failure.
@liamschubel4739
Mar 4, 2025
You can tell by the comments these people are out of touch with reality. Trudeau took your freedom away, taxes you to death, and Crys like a sissy boy and you still lick his boots. …
You can tell by the comments these people are out of touch with reality. Trudeau took your freedom away, taxes you to death, and Crys like a sissy boy and you still lick his boots. Canada wouldn't be ?without the US. Your government has been living high on the hog off of old Uncle Sam and now that he is leveling the playing field you're squealing like little girls. Grow up!
Criticizes government policies (freedom restrictions, taxation) while asserting Canadian dependence on the US and dismissing opposing commenters.
@shepherdwarrior777
Mar 4, 2025
Sadly Taiwan just backed down and gave Trump whatever he wants. TSMC pledged 100 billion US dollar investment in the US to produce and research the most advanced chips in exchange for empty promise from …
Sadly Taiwan just backed down and gave Trump whatever he wants. TSMC pledged 100 billion US dollar investment in the US to produce and research the most advanced chips in exchange for empty promise from Trump. Our government is spineless.
Criticizes government weakness in negotiating with Trump, comparing Canada's position unfavorably to Taiwan's strategic concessions.
@po-hsuanhuang5200
Mar 4, 2025
Like what does Donald have to do to have him removed from power. He has single handedly killed the USD is starting inflation and driving away allies and befriending Putin. That's not even all of …
Like what does Donald have to do to have him removed from power. He has single handedly killed the USD is starting inflation and driving away allies and befriending Putin. That's not even all of beginning in a matter of 6 weeks.
Criticizes Trump's policies and leadership decisions (inflation, foreign relations) with specific grievances about economic and diplomatic harm.
@timmueller1885
Mar 4, 2025
Canada, you should have gone to fifty per cent tariffs on USA, let americans like that????
Canada, you should have gone to fifty per cent tariffs on USA, let americans like that????
Critiques Canada's tariff policy response to the USA, suggesting a stronger negotiating stance.
@MarisaPaola-um5yb
Mar 4, 2025
Im cool with immigration. An unexplained exponentially higher influx of foreigners not so much.
Im cool with immigration. An unexplained exponentially higher influx of foreigners not so much.
Distinguishes between immigration acceptance and concern about rapid influx rates, critiquing policy implementation.
DenimLee1982
Jan 27, 2026
Not a fan of Trudeau, I was actually relieved that he resigned but man! Very well spoken man he is! Canada strong!
Not a fan of Trudeau, I was actually relieved that he resigned but man! Very well spoken man he is! Canada strong!
Mixed critique of Trudeau balanced with acknowledgment of his communication skills, while asserting Canadian national pride.
@johne0824
Mar 4, 2025
Diab is a good fit in a clueless and corrupt liberal government!
Diab is a good fit in a clueless and corrupt liberal government!
Criticizes the immigration minister as a poor fit for government, framed as incompetence and corruption.
christophercoupe5006
Feb 26, 2026
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Criticizes Trudeau's leadership and accuses him of inaction on border/fentanyl issues; includes unsubstantiated claim about public disapproval.
@oldguyrulesweyerman6955
Mar 4, 2025
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS …
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS UKRAINE FOR...??? IF THIS DEAL HAPPENS WITH DONALD TRUMP IS EQUIVALENT TO SURRENDERING TO PUTIN....!!!!!!!!! GET THE FACTS RIGHT DONALD TRUMP IS ALIGNED WITH PUTIN IDEOLOGY....!!!!!!!!!!!!! U ARE HANGING UKRAINE IN A VERY VULNERABLE POSITION HE WILL HAVE NO CHOICE BUT TO GIVE IN TO AUTOCRATS...
Criticizes Trump's Ukraine policy as capitulation to Putin while expressing security concerns about NATO and geopolitical vulnerability.
@deborahmeghan5583
Mar 4, 2025
It makes no sense! We should not be soft on Russia!
It makes no sense! We should not be soft on Russia!
Criticizes perceived softness in policy toward Russia, combining policy disagreement with security concern framing.
@janineramsden1363
Mar 4, 2025
2 things we don't want in Canada. The Liberal crooks and a trade war with the US. That man Trudeau ruined Canada more that Biden and Kamala did to the US.Trudeau supported fentanyl in Canada. …
2 things we don't want in Canada. The Liberal crooks and a trade war with the US. That man Trudeau ruined Canada more that Biden and Kamala did to the US.Trudeau supported fentanyl in Canada. Allowing users to commit crimes without legal consequence. Catch amd release when they commit home invasions stabbings break amd enter. Tax payer funded injection sites. Only changed his tune to please Trump.
Criticizes Liberal government policies (fentanyl, catch-and-release, injection sites) with some unverified claims mixed into broader policy opposition.
@daveeastern7023
Mar 4, 2025
I always understood the tariffs on Mexico in order to force the Mexican gvt to fight the Cartel. I understand the China tariffs and doing what it takes to sell less Chinese products here and …
I always understood the tariffs on Mexico in order to force the Mexican gvt to fight the Cartel. I understand the China tariffs and doing what it takes to sell less Chinese products here and more US products.\n\nNow…… Canada???? Really? They are our closest brother country! This is stupid!!! We need Canada and they need us. Donald doesn’t speak for this country.
Critiques Trump's tariff policy on Canada as illogical and counterproductive, distinguishing it from tariffs on Mexico and China.
@chefernesto6082
Mar 4, 2025
Mass immigration clearly doesnt work so whats the end game for the liberals?
Mass immigration clearly doesnt work so whats the end game for the liberals?
Criticizes mass immigration policy as ineffective and questions government motives, framing it as a deliberate strategy.
seanpower1595
Feb 27, 2026
It is time for a FAIR TRADE.. Thank You President Trump .....
It is time for a FAIR TRADE.. Thank You President Trump .....
Comment supports Trump's trade policy position, framing it as fair and necessary economic policy.
Policy Critique
0.80
@MrTulipvang
Mar 4, 2025
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Critiques government spending priorities and proposes an alternative policy approach to address drug problems and living standards.
@Rwmd953
Mar 4, 2025
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Expresses a paradoxical critique that the PM has improved as a leader only now that he is leaving, implying prior policy failures.
Policy Critique
0.80
@gusj2800
Mar 4, 2025
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Criticizes military deployment to Ukraine and economic management as foolish decisions, with underlying anxiety about national consequences.
@justicewarrior9166
Mar 4, 2025
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
Commenter criticizes government inaction on deporting criminals, combining policy critique with implicit security concerns about immigrant criminality.
lemjebbed9438
Oct 1, 2025
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Critiques trade policy inequities between countries and proposes a solution while comparing bilateral relations.
@luisfuentes6877
Mar 4, 2025
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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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