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
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
Justin Trudeau is a moron. He has ruined my once great country.
Justin Trudeau is a moron. He has ruined my once great country.
Criticizes Trudeau's governance and its impact on Canada, framed as policy failure affecting national identity.
@joeyharris6037
Mar 4, 2025
At least for 10 years, no more immigrants in Canada. A complete moratorium.
At least for 10 years, no more immigrants in Canada. A complete moratorium.
Advocates for a specific policy change (immigration moratorium) as a critique of current immigration levels.
kaaaah2003
Nov 20, 2025
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other countries, opening doors to drug cartels and organized crimes to buy properties in the country which fuels housing prices to soar, capital gains tax increases , carbon taxes on people and industries. these are just a few.
Comprehensive critique of government policies on crime, refugee benefits, foreign aid, housing, and taxation, with underlying alarmist tone about national decline.
erichdelossantos4701
Mar 2, 2026
The Trump doctrine: Make friends with dictators and fight democracy
The Trump doctrine: Make friends with dictators and fight democracy
Critiques Trump's foreign policy approach by characterizing it as favoring dictators over democracy.
@Legilimentable
Mar 4, 2025
I Don't see anything wrong here except for the khalistan thing (which is unpopular). You're grasping at straws with this one.
I Don't see anything wrong here except for the khalistan thing (which is unpopular).
You're grasping at straws with this one.
Dismisses most concerns in the video while critiquing the Khalistan issue as a policy matter, arguing the video overstates problems.
Policy Critique
0.85
QQ-jn5jb
Jan 27, 2026
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Criticizes government policy for wasting resources on immigration enforcement while expressing concern about resource misallocation.
JacobAdam-l9k
Jan 15, 2026
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
Criticizes government competence and accountability, comparing it unfavorably to private sector employment standards.
Policy Critique
0.85
albelland6267
Jan 12, 2026
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Criticizes Trudeau's leadership and government policy while using dismissive language about supporters.
@SirDavidWilliam2nd
Mar 4, 2025
Immigration needs to be 0%
Immigration needs to be 0%
Expresses a strong policy position against immigration without elaboration, framed as a critique of current policy direction.
Policy Critique
0.85
danny-fu2zd
Jan 5, 2026
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
I just don't understand why is Canada responsible for American junkies? Canadians are not forcing Americans to get high. trump educates your people about drug addiction.
Critiques Canadian policy on American drug addiction while comparing responsibility between nations.
@maritzabatista5277
Mar 4, 2025
What a joke liberal government disaster is
What a joke liberal government disaster is
Dismisses government immigration policy as a failure, using hyperbolic language to express disapproval.
Policy Critique
0.85
bertgreg007
Jan 5, 2026
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But …
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But ya sure, lets blame trump or some silly thing
Criticizes government policy (RCMP enforcement, judicial leniency) while expressing concern about crime outcomes.
jordanadams8752
Feb 18, 2026
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Corrects factual claims about visa numbers and criticizes the accuracy of information presented in the video.
Leceister4231
Jan 16, 2026
There is no leadership in the U.S. trump is a very weak president????????
There is no leadership in the U.S. trump is a very weak president????????
Critiques US leadership by comparing Trump unfavorably to other leaders, asserting weakness.
@hillariegranum1128
Mar 4, 2025
The cuts to temporary foreign workers, refugees, and other immigrants do not go near far enough. Maximum number allowed, in total, should be no more than 60,000, laser focused on STEM and medical grads.
The cuts to temporary foreign workers, refugees, and other immigrants do not go near far enough.
Maximum number allowed, in total, should be no more than 60,000, laser focused on STEM and medical grads.
Argues that current immigration cuts are insufficient and proposes specific policy changes focused on STEM/medical sectors, combining regulatory critique with economic reasoning.
scribbler60
Jan 6, 2026
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
Mar 4, 2025
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal …
Immigration of any kind should be suspended for at least 1 year in order to fix the system and deal with the mess created by the Liberals over the last 11 years. Get the illegal immigrants and foreign criminals collected and exported out of Canada. Process the people who are here legally and give our systems time to fix issues created by the Failed Liberal Immigration Policy.
Criticizes Liberal immigration policy and calls for suspension of immigration and deportation of undocumented immigrants to fix systemic issues.
duanecole9322
Feb 18, 2026
I do not agree to keep immigrants who are not abiding by the immigration laws. If its expired, you need to go. No excuses. I am ok with enforcing the laws. You know all those …
I do not agree to keep immigrants who are not abiding by the immigration laws.
If its expired, you need to go. No excuses.
I am ok with enforcing the laws.
You know all those immigrants from US are fleeing to Canada now because we don't enforce.
Look at our crime rate. Has Canada offered any statistics on Immigrant Crime rates?
Critiques immigration enforcement policy while making unverified claims about US immigrants fleeing to Canada and requesting unreleased crime statistics, with underlying fear about security.
fireawaysweets8114
Jan 16, 2026
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Danielle Smith asked Ottawa for more TFWs and also had the Alberta Is Calling campaign, spending millions of tax dollars, what a dope!
Criticizes Danielle Smith's contradictory immigration policies (requesting TFWs while running anti-immigration campaign) with dismissive language.
@mikeklement7223
Feb 20, 2026
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)