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
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
Critiques immigration policy by linking immigrant voting patterns to political outcomes and advocates for regional separation.
Milothecat06
Jan 27, 2026
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be …
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be kicked out of the country and we aren’t wasting our $ on you.
Criticizes immigration system abuse and advocates for stricter enforcement while framing it as protecting taxpayer resources.
SapperRJMorgan
Feb 25, 2026
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Criticizes Liberal government policy and electoral choices, calling the country a 'dumpster fire' and implying need for political change.
edwardt2417
Feb 27, 2026
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions …
i dont blame them for wanting to be here. Definitely upset with the government for letting too much in the country in a short period of time. Not enough houses being built? lets invite milions of people to live here
Critiques government immigration policy for pace and volume relative to housing supply, combining empathy with systemic concern.
Arctic384
Feb 3, 2026
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Predicts political change and suggests future conservative leader will have better relations with Trump, implying current policy approach is ineffective.
@jamgamer
Mar 4, 2025
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Distinguishes between opposition to immigration policy ('the scam') versus immigrants themselves, framing this as a systemic problem rather than xenophobia.
greysea1614
Aug 25, 2025
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Just impose harsh fines for lacking civic sense and breaking laws. Good source of revenue for all levels of government. And after some expensive fines, behavior will be corrected. Also STOP protecting criminals.
Proposes punitive policy solutions (fines) and critiques current government approach to law enforcement and civic behavior.
Centurio-LegioX-Equestris
Jan 28, 2026
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean …
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean its obvious that these Indians, Arabs, and Africans are a problem in Canada. What are you going to do about it? You people just complain.
Challenges the video's implicit solutions while expressing demographic anxiety and questioning policy feasibility.
JohnnyAgno
Feb 3, 2026
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. But for one you should learn to speak the language you can speak your native tongue also but you should also speak the language to the country you’re going to, and the driving issue I’m pretty sure is due to the way they drive in India there’s like no road laws and its insane driving. Maybe there needs to be more laws regarding some of these things you should have to take driving lessons in the country you’re moving to. I don’t exactly know but there needs to be more rules. I’m sorry to say but it is not OK to go to another country and basically give them the middle finger to the way they live!!
Argues for stricter assimilation and driving regulation policies while critiquing immigrants' cultural practices.
Nofairytales4
Feb 3, 2026
lol to those seeing Trudeau speak for the first time and coming to the conclusion that because he’s easy on the eyes, and is articulate that he is somehow competent. Dude just resigned as leader …
lol to those seeing Trudeau speak for the first time and coming to the conclusion that because he’s easy on the eyes, and is articulate that he is somehow competent. Dude just resigned as leader of his party and has driven Canada into the ground.
Uses sarcasm to critique Trudeau's competence and economic management while mocking superficial support.
@cheflev9884
Mar 4, 2025
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Critiques immigration policy by arguing India's population crisis shouldn't become Canada's responsibility, mixing economic and policy concerns.
GrubstakeMusic-eb7ih
Jan 30, 2026
Canadians were sooo stupid when they elected 10 years ago libtard to lead Canada -Justin aka PM
Canadians were sooo stupid when they elected 10 years ago libtard to lead Canada -Justin aka PM
Criticizes the government and Prime Minister through derisive language ('libtard'), mixing political critique with sarcastic tone.
barbsaw7002
Aug 26, 2025
trump started this pointless tariff war and owns the results. America is burning through friendships around the globe. America is f*cked...
trump started this pointless tariff war and owns the results. America is burning through friendships around the globe. America is f*cked...
Criticizes Trump's tariff policy and its diplomatic consequences while expressing concern about America's global standing.
@michaelcottrell5979
Mar 4, 2025
Trudeau is such a bum. I don’t necessarily agree with this trade war but I’m also not against an America first approach.
Trudeau is such a bum. I don’t necessarily agree with this trade war but I’m also not against an America first approach.
Criticizes Trudeau personally while expressing ambivalence about trade war policy, with implicit 'America first' ideological positioning.
@thegreyzone5859
Mar 4, 2025
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Critiques government policy on tariffs and accuses policymakers of hypocrisy or inconsistency in their economic arguments.
Policy Critique
0.80
Reptex_krka
Feb 3, 2026
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are …
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are missing, these sycophants also are ruining everything too. No wonder the US is falling apart. And look at the abandonment by Trump of Ukraine. I hope the very best historians are recording the shocking mayhem all of Trump’s making
Criticism of US Republican officials and Trump administration for perceived failures and abandonment of allies, framed as moral failing.
@pragmatist165
Mar 4, 2025
Its not the immigration. It's Liberal government allowing people to be divided. It's shows everyone
Its not the immigration. It's Liberal government allowing people to be divided. It's shows everyone
Critiques government policy (Liberal government) as the root cause of social division rather than immigration itself.
Policy Critique
0.80
rick9525-f6m
Aug 25, 2025
Canada government has to frequently check all businesses owned by people who came to Canada and are Canadians by naturalization. Because, when they hire employees they hire their people no other people and if they …
Canada government has to frequently check all businesses owned by people who came to Canada and are Canadians by naturalization. Because, when they hire employees they hire their people no other people and if they hire outside their community they hire one or may be two. That is it.
So businesses in canada have to be checked if the employees are from different country of orgin.
Proposes government monitoring of naturalized citizens' hiring practices, framed as policy suggestion but rooted in discriminatory assumptions about in-group hiring.
woldekidanitbarek9514
Jan 29, 2026
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
Critique of Trump's tariff policy as economically destructive, with moral judgment about his intentions.
@jamiefinlayson7640
Mar 4, 2025
Turdo, is this really a trade war??? It's about tariffs and, first and formost about securing the borders. U shite disturber
Turdo, is this really a trade war??? It's about tariffs and, first and formost about securing the borders. U shite disturber
Critiques Canadian government policy on tariffs and border security while using derogatory language toward the Prime Minister.
@annajohnson9359
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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Discourse Quality (Perspective API)