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
This is just common sense…Liberals…no thanks!
This is just common sense…Liberals…no thanks!
Brief dismissal of Liberal policy as lacking common sense, without substantive policy analysis.
Policy Critique
0.90
Jay-nq2jl
Feb 24, 2026
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
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Direct criticism of Trump's competence and presidential performance without additional framing.
Policy Critique
0.90
@Siennazzzz8
Mar 4, 2025
There are concerns regarding President Trump’s support for a nation that has faced considerable international criticism, as it may negatively affect America’s global reputation. Moreover, a trade war may not represent the most effective strategy …
There are concerns regarding President Trump’s support for a nation that has faced considerable international criticism, as it may negatively affect America’s global reputation. Moreover, a trade war may not represent the most effective strategy for addressing the complex economic challenges at hand.
Analyzes trade war policy as ineffective for addressing economic challenges and critiques reputational consequences.
Policy Critique
0.90
@MrPreet23
Mar 4, 2025
You are absolutely Correct. Our government is a disgrace and disaster
You are absolutely Correct. Our government is a disgrace and disaster
Blanket criticism of Canadian government performance and competence.
Policy Critique
0.90
@Stephaniee11
Mar 4, 2025
Stop digging your own hole Trudeau
Stop digging your own hole Trudeau
Criticizes Trudeau's leadership and policy decisions using metaphorical language about self-harm.
Policy Critique
0.90
@benwilliams7078
Mar 4, 2025
Donald is ruining the US.
Donald is ruining the US.
Direct criticism of Trump's impact on the US, a straightforward policy/leadership critique.
Policy Critique
0.90
@annettedreiling3323
Mar 4, 2025
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
Critiques Trump's trade war policy as unilateral and undesired, analyzing government decision-making.
Policy Critique
0.90
@thomast6741
Mar 4, 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
Justin knows all about policies that raise costs on essentials, harm national security, and impede access to natural resources, and harm families. he's been doing it for years. When he says we are all going …
Justin knows all about policies that raise costs on essentials, harm national security, and impede access to natural resources, and harm families. he's been doing it for years. When he says we are all going to pull together he means he is going to raise taxes.
Detailed critique of government policies on costs, security, and resources, with specific claim about tax increases.
@mightymac6577
Mar 4, 2025
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Detailed analysis and critique of immigration policy mechanisms, proposing specific regulatory reforms for work visas, student visas, and refugee processing while maintaining a welcoming stance.
Policy Critique
0.90
bullyarena3923
Feb 24, 2026
Liberals f ucked Canada
Liberals f ucked Canada
Brief condemnation of Liberal government policies without elaboration.
Policy Critique
0.90
lenvillemaire4751
Feb 26, 2026
Already know that our gov doesn’t care about the people
Already know that our gov doesn’t care about the people
Direct criticism of government's lack of care for citizens, a critique of governance and policy priorities.
Policy Critique
0.90
@colleenh.6636
Mar 4, 2025
Trump-Administration ist a Gouvernement of destruction.
Trump-Administration ist a Gouvernement of destruction.
Criticizes the Trump Administration as destructive, a direct critique of government policy and leadership.
Policy Critique
0.90
@ClaudiaS193
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
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
??? worthless leader
??? worthless leader
Brief dismissive criticism of a political leader's competence.
Policy Critique
0.90
@inefekt2.O
Mar 4, 2025
Coming from a quitter who ruined this country for 10 years.
Coming from a quitter who ruined this country for 10 years.
Direct criticism of a political leader's governance record over a 10-year period.
Policy Critique
0.90
@toficmugadami2258
Mar 4, 2025
Trump makes me sick. He 's so arrogant & unbelievable how much he's affecting the world!!
Trump makes me sick. He 's so arrogant & unbelievable how much he's affecting the world!!
Expresses strong disapproval of Trump's character and global impact without specific policy details.
Policy Critique
0.90
@patriciagretzinger9084
Mar 4, 2025
Why is this dude still representing Canada? \n\nTwo months ago many of his key cabinets members resigned because Justin’s policies are destroying Canadians. Rightfully, he resigned. Dude needs to go away. Stop making Canada worse …
Why is this dude still representing Canada? \n\nTwo months ago many of his key cabinets members resigned because Justin’s policies are destroying Canadians. Rightfully, he resigned. Dude needs to go away. Stop making Canada worse than what it has become under his horrendous leadership.\n\nThings happening:\n\nThe massive influx of foreigners, both legally and illegally into Canada.\n\nAffordable housing for native Canadians do not exist, people are leaving the country.\n\nHi mortgage payment or monthly rent are too high.\n\nFood prices are not coming down.\n\nSalaries are not keeping up with inflation.\n\nThe Canadian dollar keeps tanking.\n\nAs the leader of the country, he’s doing nothing to stop increasing violent crime.\n\nIncreasing amount of drugs in cities and suburbs.\n\nFinally, he’s pledging billions of dollars to Ukraine, when that money is needed at home.\n\nJustin is too emotional to deal with Trump.\n\nTrump complains about the trading balance between the two nations, $100 billion in favor of Canada.\n\nThe request is simple, import more American products, or export less products to America. But the imbalance has to stop.\n\nSame with Mexico, trading balance with Mexico is almost $200 billion in favor of Mexico. The imbalance has to stop. \n\nThe US economy is bleeding by trading with allies and partners, it’s fighting for its financial wellbeing. It is not some bs from the orange man, it is real.\n\nOf course Canada, Mexico, Europe and others want business as usual… and why wouldn’t they? ?
Comprehensive critique of Canadian leadership and policies across immigration, housing, economy, and international spending, with implicit call for resignation.
@jlb74a
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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Discourse Quality (Perspective API)