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
Donald has no clue what he’s doing.
Donald has no clue what he’s doing.
Critical assessment of Trump's competence and decision-making abilities.
Policy Critique
0.85
@louislaboy7836
Mar 4, 2025
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that …
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that rewards hard work, not political optics. Im an immigrant and this place sucks now. Everyone needs to get together, immigrants and citizens need to step up and toss this government out.
And when it comes to the garbage and pathetic justice system, No more revolving doors. Every judge who releases repeat offenders must be held publicly and legally accountable for the crimes committed under their rulings. If you enable violence, you share responsibility for its consequences.
I am an immigrant of 22 years and I will not put up with this disgusting mistreatment of MY COUNTRY. MY PEOPLE. OUR CULTURE.
I will never stay silent. I will always back Canada.
Primarily critiques government policy and the justice system while incorporating personal immigrant identity and calling for political action and accountability.
Tko.koa0398
Sep 9, 2025
❤ they shld be deported
❤ they shld be deported
Brief statement advocating for deportation as a policy position.
Policy Critique
0.85
deedeeseyer3263
Sep 9, 2025
Who make public nuisance must be deported.
Who make public nuisance must be deported.
Advocates for deportation as a policy response to public nuisance behavior, framing it as a regulatory measure.
Balaruban9
Sep 5, 2025
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Expresses dissatisfaction with government performance, a direct critique of policy/governance.
Policy Critique
0.85
madmann4399
Sep 8, 2025
I support tariff free trade between these countries.
I support tariff free trade between these countries.
Direct statement of policy preference supporting tariff-free trade between countries.
Policy Critique
0.85
@danielwalker7269
Mar 4, 2025
How many pounds have you seized? Talk about results, not efforts
How many pounds have you seized? Talk about results, not efforts
Commenter is critiquing the government's approach by demanding concrete results rather than effort-focused messaging.
Policy Critique
0.85
@samwelch7328
Mar 4, 2025
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Questions government capacity to manage immigration numbers, implying security/control concerns under Trudeau administration.
BramStoked-uq4hp
Feb 18, 2026
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
Demands closure of immigration policy ('close the floodgates') with underlying anxiety about capacity ('NO VACANCY'), combining policy opposition with demographic concern.
BunBunAndFlops
Aug 28, 2025
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Criticizes Trudeau's leadership as failed and claims Canadians reject him, combining policy critique with assertion of national sentiment.
@OrpheussZ06
Mar 4, 2025
This is all on the LIBERAL GOVERNMENT! Full Stop!!!
This is all on the LIBERAL GOVERNMENT!
Full Stop!!!
Blames the Liberal government for immigration issues, expressing strong criticism of policy.
darrylhubbard931
Feb 18, 2026
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Blames Trudeau and his government for immigration-related problems, expressing approval of his departure.
Policy Critique
0.85
rickytrooper
Aug 29, 2025
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Criticizes Canadian government's foreign policy decisions toward China and the US, with comparative framing about international relationships.
@dkj6946
Mar 4, 2025
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
Acknowledges the speech's quality but critiques Trudeau's unpopularity and public approval, focusing on his political standing.
Policy Critique
0.85
@chrismcconnell1069
Mar 4, 2025
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
Criticism of former PM's leadership and governance, claiming corruption and predicting negative consequences.
@ambaasia8200
Mar 4, 2025
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Criticizes Trudeau's leadership and policies while calling for his removal from office and requesting external support.
@daxter7913
Mar 4, 2025
Incompetent leaders will costs Canadians.
Incompetent leaders will costs Canadians.
Brief criticism of government leadership competence and its negative consequences for Canadians.
Policy Critique
0.85
elmerp315
Feb 27, 2026
This is bad! Wtf canada is doing!!?
This is bad! Wtf canada is doing!!?
Expresses disapproval of Canadian government actions without specific policy details, representing general criticism of governance.
Policy Critique
0.85
jango26
Jan 27, 2026
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
Criticism of government policy stance on fentanyl and border issues, with emphatic demand for clarity.
@TheJanice52
Mar 4, 2025
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump …
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump card . You made Canadians poor . All you do is lie. Trump is working hard for his citizens and what about you.? Just get out and let’s have a better leader. I can’t believe I voted for you.
Criticizes Trudeau's policies on freedom of speech and economic management while comparing unfavorably to Trump and calling for his removal.
@Balance-h
Mar 4, 2025
Compare Videos
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)