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
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
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
Directly critiques the political party and government structure responsible for immigration policy failures.
Policy Critique
0.90
dserrao7188
Feb 26, 2026
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
IRCC & CBSA are a joke under the Liberal Govt.
IRCC & CBSA are a joke under the Liberal Govt.
Directly criticizes immigration agencies and government performance under Liberal administration.
Policy Critique
0.90
niknikwhosthere
Sep 29, 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
This is insane the level of incompetence is mind boggling.
This is insane the level of incompetence is mind boggling.
Criticizes government competence and policy execution without specific claims or evidence.
Policy Critique
0.90
TreeSharks
Nov 22, 2025
HE is a fucking clown. And it's his fault we are in this mess. Been destroying Canada since he took office in 2015.
HE is a fucking clown. And it's his fault we are in this mess. Been destroying Canada since he took office in 2015.
Directly criticizes Trudeau's governance and blames him for Canada's problems since 2015.
Policy Critique
0.90
@mattcorbett9015
Mar 4, 2025
Trudeau is a disaster in his own country
Trudeau is a disaster in his own country
Direct criticism of Trudeau's overall performance as prime minister without elaboration.
Policy Critique
0.90
@zothankhuma3945
Mar 4, 2025
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Directly criticizes Trudeau's economic and military policies as weakening Canada.
Policy Critique
0.90
@barbcroteau6941
Mar 4, 2025
Justin Trudeau messed everything up
Justin Trudeau messed everything up
A direct criticism of the Prime Minister's handling of policy, attributing blame for current conditions.
Policy Critique
0.90
ExecutiveSecretarySriGuruNanak
Jan 28, 2026
Trump’s tariffs are hurting everyone!! Utterly ridiculous! We need our allies and friends just like they need us. These tariffs are jeopardizing our freedom or economy and our security!!!
Trump’s tariffs are hurting everyone!! Utterly ridiculous! We need our allies and friends just like they need us. These tariffs are jeopardizing our freedom or economy and our security!!!
Direct criticism of tariff policy with claims about economic and security impacts, framed as government decision critique.
@kylerobinson7572
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
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he …
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he goes.
Criticizes Trump's statements about Canadian food safety as false and dishonest, challenging his credibility.
@donnawardlaw37
Mar 4, 2025
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
Direct criticism of government leadership and immigration policy decisions.
Policy Critique
0.90
winstonian88
Sep 29, 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
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
I guess there is no point in admitting we should have increased our pipeline capacity , got a pipeline through Quebec , made a deal with Japan and other countries for our LNG , worked …
I guess there is no point in admitting we should have increased our pipeline capacity , got a pipeline through Quebec , made a deal with Japan and other countries for our LNG , worked to remove interprovincial trade barriers , improved our border security , kept our deficit spending under control . Now the error of our past decisions are apparent no one to blame but ourselves .
The comment critiques past government decisions on energy infrastructure, trade, and fiscal policy, arguing these errors have created current problems.
Policy Critique
0.90
@davidparkes7226
Mar 4, 2025
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Criticizes tariff policy as economically counterproductive, analyzing unintended consequences of trade actions.
@nutrity2584
Mar 4, 2025
This man ruined Canada! Out of control immigration, massive rise in the price of real estate, cost of living and CRIME whilst the lowering of the quality of life of Canadians. \n\nPeople are blindly applauding …
This man ruined Canada! Out of control immigration, massive rise in the price of real estate, cost of living and CRIME whilst the lowering of the quality of life of Canadians. \n\nPeople are blindly applauding an incompetent whom most Canadians hate.
Directly criticizes immigration policy and its perceived consequences (housing, cost of living, crime), attributing blame to the Prime Minister.
@RealityMauritius
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)