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
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
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Directly critiques Trump and GOP foreign policy agenda regarding alliances and international relations.
Policy Critique
0.90
@bicqtran
Mar 4, 2025
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
Direct criticism of government handling and responsibility for immigration-related costs.
Policy Critique
0.90
GaryABArmstrong
Dec 24, 2025
Federal liberal incompetence
Federal liberal incompetence
Direct criticism of federal Liberal government's competence in handling immigration policy.
Policy Critique
0.90
KP24839
Feb 18, 2026
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Direct criticism of Trudeau's leadership and policies as self-serving rather than benefiting Canadians.
Policy Critique
0.90
@sweetgrassprincess
Mar 4, 2025
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
Direct criticism of government inaction and bureaucratic risk aversion as the cause of immigration-related problems.
Policy Critique
0.90
Fish-nt5wb
Jan 27, 2026
Our liberal government needs to stop mass immigration. That's all there is to it.
Our liberal government needs to stop mass immigration. That's all there is to it.
Directly criticizes government immigration policy and implicitly calls for policy change.
EviMlcak-s7z
Jan 31, 2026
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan narrative to falsely claim political persecution, allowing them to gain asylum and citizenship. These networks have contributed to gang wars, drug trafficking, and rising violence in Canada. Khalistani extremists have a proven history of terrorism, including the Air India bombing Canada’s deadliest terror attack. If Canada genuinely wants to curb shootings, drug cartels, and organized crime, it must treat Khalistani extremist groups as terrorist organizations and stop offering safe haven to criminals. This is not about Sikhs,peaceful people. The problem arises when criminals and extremists are protected under the guise of activism. Canada’s continued refusal to extradite such individuals reflects a failure of policy, largely under the Trudeau government.
Detailed critique of Canadian immigration and asylum policy, citing specific security concerns and policy failures under the Trudeau government.
ModiJi-zm2xp
Jan 27, 2026
Every single thing the liberals touched is far worse than it was in 2015.
Every single thing the liberals touched is far worse than it was in 2015.
Directly criticizes Liberal government policies by claiming deterioration since 2015, a comparative policy assessment.
Policy Critique
0.90
andrewgiblin3468
Feb 18, 2026
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Blanket criticism of Liberal party competence across all positions, with personal attack on the Prime Minister's leadership.
Policy Critique
0.90
BrianLupichuk-tv5mb
Feb 26, 2026
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
Directly criticizes the liberal government's lack of common sense in policy-making, a clear policy critique.
Policy Critique
0.90
karenarseneault479
Feb 18, 2026
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Criticizes U.S. policy decisions (tariffs and sanctions) and frames them as morally wrong by invoking historical judgment.
@francescoguzzetta
Mar 4, 2025
The immigration system has been broken since the late 1960's. "Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
The immigration system has been broken since the late 1960's.
"Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
Cites a historical book to support a long-standing critique of Canadian immigration policy structure and governance.
Policy Critique
0.90
robertbracken606
Feb 17, 2026
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest …
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest the fragile economy and lack of workers, an increasingly older population, and overcrowded nursing homes. 😅
Analyzes cyclical policy failures and contradictory government responses to immigration and labor market pressures.
Policy Critique
0.90
CauêAleixo
Nov 21, 2025
Us Government is an embarrassment right now
Us Government is an embarrassment right now
Direct criticism of US government's current conduct and reputation, expressing disapproval of governance.
Policy Critique
0.90
@tommyboytommyboy8021
Mar 4, 2025
Why do Liberals put the dumbest people on the planet in ministers position
Why do Liberals put the dumbest people on the planet in ministers position
Questions the competence of Liberal appointees to ministerial positions, a direct critique of government personnel decisions.
Policy Critique
0.90
peterbutz642
Feb 27, 2026
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
The Canadian Immigration System is broken....
The Canadian Immigration System is broken....
Direct criticism of the immigration system's functionality and effectiveness.
Policy Critique
0.90
zakiahmed376
Jan 15, 2026
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
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Criticizes Trudeau's governance and decisions as harmful to the country.
Policy Critique
0.90
@d0wnboy
Mar 4, 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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