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
Says the guy who has destroyed the Canadian economy ?
Says the guy who has destroyed the Canadian economy ?
Direct criticism of a political leader's economic management and policy outcomes.
Policy Critique
0.90
@brann244
Mar 4, 2025
Canada...please, for the love of yourself, do NOT forget what this man did to Canada. Sure, now, he can look like a hero...but he doesn't give a rats ass about Canada...this is his last ditch …
Canada...please, for the love of yourself, do NOT forget what this man did to Canada. Sure, now, he can look like a hero...but he doesn't give a rats ass about Canada...this is his last ditch effort to save grace (and his liberals) from the destruction they have caused each & everyone of us Canadians for the umten years that have passed.\n\nOn voting day, remember that...and let's get the right guy in place...MCFA ?? (Make Canada Fabulous Again)
Criticizes past government policies and their destructive effects, with an implicit call to vote differently in the next election.
@TheDolkNess
Mar 4, 2025
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Systematic criticism of a political leader's policy foundation and decision-making based on alleged false premises.
Policy Critique
0.90
@pauldunn5978
Mar 5, 2025
A speech by one of the worst presidents in the world.
A speech by one of the worst presidents in the world.
Direct criticism of a political leader's performance and record.
Policy Critique
0.90
@SamuelObierojr
Mar 5, 2025
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Criticizes Trudeau and current leadership, implicitly calling for electoral change through 'get a real leader' framing.
@TheseNutz1000
Mar 5, 2025
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 2025
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Expresses strong criticism of the Liberal government's handling of Canada and urges voting for conservatives.
greggieboy393
Apr 15, 2025
Should be zero immigration until Canadians first problems are corrected
Should be zero immigration until Canadians first problems are corrected
Advocates for zero immigration policy until domestic issues are resolved, framing it as a policy position.
johndeparare3028
Apr 14, 2025
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is …
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is not just about retaliating in kind; it’s a nuanced display of commitment to fair trade and a reminder that economic interdependence cannot be taken for granted. In a world where global relations are increasingly volatile, Canada’s measured response signals both defiance and cooperation, leaving the door open for a future where both nations can find common ground amidst the tension.
Detailed analysis praising Canada's diplomatic and economic response to U.S. tariffs as balanced and strategic.
Policy Critique
0.90
@Visionaryvibes444
Mar 4, 2025
Stop allowing foreign students to come in the back door thru universities .
Stop allowing foreign students to come in the back door thru universities .
Criticizes the policy mechanism of allowing foreign students entry through universities as a loophole.
kathycondello75
Apr 19, 2025
Trudeau wrecked it for sure.
Trudeau wrecked it for sure.
Direct criticism attributing policy failure to Prime Minister's leadership.
Policy Critique
0.90
whiskeytango9769
Jun 16, 2025
This tariff war is the epitome of stupidity.
This tariff war is the epitome of stupidity.
Direct criticism of tariff policy as stupid, evaluating government economic strategy.
Policy Critique
0.90
@tonydiamondsceo
Mar 4, 2025
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
Criticizes government policies under past and current leadership for worsening multiple systems.
Policy Critique
0.90
grandmufftwerkin9037
Jun 16, 2025
Canada needs to stop immigration
Canada needs to stop immigration
Direct criticism of Canadian immigration policy, calling for cessation of immigration programs.
Policy Critique
0.90
coachnate5747
Jul 27, 2025
Government should try to send them back to their own country you have that rights
Government should try to send them back to their own country you have that rights
Critiques government policy by advocating for deportation of immigrants as a governmental right.
rinivayail1036
Aug 25, 2025
We handed over immigration policy to community colleges
We handed over immigration policy to community colleges
Criticizes government delegation of immigration policy to community colleges as a bureaucratic failure.
Policy Critique
0.90
711hudson
Jul 10, 2025
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Proposes specific policy reforms including immigration quotas by country and regional autonomy over immigration decisions.
Policy Critique
0.90
othang7210
Aug 25, 2025
This is exactly what the liberals wanted.
This is exactly what the liberals wanted.
Blames liberal government policy for immigration outcomes without elaboration.
Policy Critique
0.90
BD-zn2jd
Aug 25, 2025
We shouldn't be paying for health care for non Canadians, Period!!!
We shouldn't be paying for health care for non Canadians, Period!!!
Clear policy position opposing public healthcare funding for non-citizens, stated as a definitive principle.
Policy Critique
0.90
jccarriere3719
Feb 24, 2026
The Liberal Party sold out Canada for votes.
The Liberal Party sold out Canada for votes.
Direct criticism of Liberal Party immigration policy as motivated by electoral self-interest rather than national interest.
Policy Critique
0.90
RebuttalRecords
Aug 26, 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)