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
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Balanced critique acknowledging Trump's appeal on cultural issues while criticizing his economic policies.
Policy Critique
0.90
@kianricharddasilva9575
Mar 4, 2025
Canada needs to Stop all Illegal into our Country
Canada needs to Stop all Illegal into our Country
Calls for stricter immigration enforcement, critiquing current policy on illegal immigration.
@lenafires3195
Feb 22, 2026
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Detailed critique of multiple immigration policies (permanent residency, citizenship timelines, family sponsorship, refugee processing) with proposed alternatives.
@shirlandsealy3506
Feb 23, 2026
The system is working way too slow and not high enough!
The system is working way too slow and not high enough!
Direct criticism of government system performance and processing speed regarding immigration.
Policy Critique
0.90
sunrider3558
Jan 1, 2026
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
A bit too little too late Trudeau
A bit too little too late Trudeau
Commenter criticizes Trudeau's government response as inadequate and tardy, a direct critique of political leadership and policy action.
Policy Critique
0.90
@amiruldaniel9076
Mar 4, 2025
Pipe down Governor Trudeau. All you had to do was secure your border.
Pipe down Governor Trudeau. All you had to do was secure your border.
Directly criticizes Trudeau's border security policy as the primary failure.
Policy Critique
0.90
@RR-od8hu
Mar 4, 2025
Planned stupidity. From Miller to Fraser to Diab - planned stupidity.
Planned stupidity. From Miller to Fraser to Diab - planned stupidity.
Direct criticism of successive immigration ministers' competence, labeling their approach as deliberate mismanagement.
Policy Critique
0.90
jeremysametz1699
Feb 27, 2026
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
Yeah, you put up 1.5 billion to securing your border. Our guy killed a massive bipartisan border reform bill. Make that make sense.
Yeah, you put up 1.5 billion to securing your border. Our guy killed a massive bipartisan border reform bill. Make that make sense.
Criticizes US border policy decisions by comparing Canada's spending to the US administration's failure on bipartisan reform.
@Mike_C-79
Mar 4, 2025
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
Critiques the logic and effectiveness of a specific policy approach regarding drug-related tariffs.
Policy Critique
0.90
@omarzaag3924
Mar 4, 2025
Just kicking the can down the road, doesn't surprise me with the disaster record of liberal party..
Just kicking the can down the road, doesn't surprise me with the disaster record of liberal party..
Criticizes government handling of immigration policy as ineffective and blames the Liberal party.
Policy Critique
0.90
brianclement9240
Oct 1, 2025
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. …
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. We are all hopeless ?
Criticizes Trudeau's governance record over 9 years and media coverage, focusing on policy performance and political accountability.
Policy Critique
0.90
@jcabram9002
Mar 4, 2025
This is the work of the Liberal Government.
This is the work of the Liberal Government.
Directly attributes immigration policy outcomes to the Liberal Government, critiquing government responsibility for the issue.
Policy Critique
0.90
KingDong-v4u
Jan 29, 2026
The Liberal government has destroyed Canada.
The Liberal government has destroyed Canada.
Broad criticism of the Liberal government's governance record without specific policy details or evidence.
Policy Critique
0.90
@benjaminrivas5172
Mar 4, 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
These Trump tariffs are STUPID! YEAH LETS GIVE MEXICO N CANADA OUR FRIENDS 25% BUT ONLY CHARGE CHINA 10% PATHETIC! REVERSE THE TARIFFS NOW! AND HELP UKRAINE FINISH THIS WAR THE TIME TO STOP ARMING …
These Trump tariffs are STUPID! YEAH LETS GIVE MEXICO N CANADA OUR FRIENDS 25% BUT ONLY CHARGE CHINA 10% PATHETIC! REVERSE THE TARIFFS NOW! AND HELP UKRAINE FINISH THIS WAR THE TIME TO STOP ARMING THEM WAS THE BEGINNING NOT NOW WE WILL PAY DEARLY FOR NOT SAVING UKRAINE IT WILL COST US 200 X TIMES MORE IN THE LONG RUN ! MARK MY WORDS
Strong criticism of Trump's tariff policy as illogical and calls for reversal, with additional argument about Ukraine aid strategy.
@andrewpeloquin4025
Mar 4, 2025
Easy fix. Shut down the LMIA and NO student workers (if you come to study you should bring money to survive).
Easy fix. Shut down the LMIA and NO student workers (if you come to study you should bring money to survive).
Proposes specific policy changes (shutting down LMIA and restricting student workers) as a solution to immigration issues.
sdunn5643
Oct 5, 2025
Trudeau is finally listening to his people? Why wait until you've resigned to become the man we needed for the last 9 years!?
Trudeau is finally listening to his people? Why wait until you've resigned to become the man we needed for the last 9 years!?
Questions Trudeau's delayed policy shift, implying criticism of his governance record over nine years.
Policy Critique
0.90
@85gti
Mar 4, 2025
Kenny locked us down. Made vaccines mandatory. He’s not Alberta’s friend.
Kenny locked us down. Made vaccines mandatory. He’s not Alberta’s friend.
Criticizes provincial political leader's pandemic and vaccine policies as harmful to citizens' rights and freedoms.
Policy Critique
0.90
kathy8395
Feb 17, 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)