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
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to fill the positions with International Workers (International Students from India).
Calls for reducing Indian international workers/students and criticizes hiring practices that allegedly displace Canadian workers of all backgrounds.
James-l5b2l
Jan 30, 2026
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Criticizes Trudeau's handling of fentanyl and immigration policy, with an unverified claim about illegal immigrants as a secondary element.
@Templar-u9k
Mar 4, 2025
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
Attacks Trudeau's leadership competence and his party's governance, framing them as traitors who have damaged Canada.
@Lovelyone22-r7d
Mar 4, 2025
Justin failed to understand that the US has no permanent friends
Justin failed to understand that the US has no permanent friends
Critiques Canadian leadership's understanding of international relations, implying failure to grasp realpolitik principles.
@owenmckenzie6897
Mar 4, 2025
This is the reason why we need immigration enforcement. Can’t let this happen in the US.
This is the reason why we need immigration enforcement. Can’t let this happen in the US.
Calls for stricter immigration enforcement while expressing concern about negative consequences, mixing policy argument with threat framing.
MrFijiBoySako
Jan 29, 2026
how could our government allow this to happen.....INTERGRATE or LEAVE
how could our government allow this to happen.....INTERGRATE or LEAVE
Criticizes government immigration policy and demands cultural assimilation or deportation.
gabrielehalley8533
Jan 29, 2026
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Criticizes Trump's foreign policy decisions as damaging to alliances while expressing concern about geopolitical consequences.
@collinsgreenlee1673
Mar 4, 2025
Trudeau u caused this. Big whoop
Trudeau u caused this. Big whoop
Blames a specific political leader (Trudeau) for causing an unspecified problem, expressing criticism of governance.
Policy Critique
0.80
@troywilson8980
Mar 4, 2025
I get it, Im not close to Canada, never been there either but its on my list. If you migrate to a country that is not yours then you should follow the rule of the …
I get it, Im not close to Canada, never been there either but its on my list. If you migrate to a country that is not yours then you should follow the rule of the land and assimilate into their culture, not impose your own. Sure you can celebrate stuff like religious holidays but trying to fight for an independent state is just absurd, selfish and the same behaviour as any other coloniser.
Critiques immigration policy by arguing migrants should assimilate rather than maintain separate cultural/political identities.
SFWN
Jan 29, 2026
What’s happening in Canada is cultural imperialism and it is ruining our country. Mass immigration is destroying our economy and effecting our voting
What’s happening in Canada is cultural imperialism and it is ruining our country. Mass immigration is destroying our economy and effecting our voting
Critiques immigration policy as 'cultural imperialism' while expressing economic and political concerns about demographic change.
mrrespect4874
Jan 29, 2026
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor.
I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Analyzes and critiques immigration policy, visa monitoring, assimilation requirements, and financial oversight while asserting national identity expectations.
shayitalready
Jan 29, 2026
What a political moron Trudeau is. Goodbye Justin.
What a political moron Trudeau is. Goodbye Justin.
Direct criticism of Trudeau's competence and call for his departure, framed as political critique rather than personal attack.
Policy Critique
0.80
@jainjain1258
Mar 4, 2025
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about 'Communist agendas' without evidence.
@fancykat4
Mar 4, 2025
Everything the Government did to hurt their own citizens and create scenarios that would never let the citizens of Canada to have an inclusive and integrated population. And it's worse for everyone and the government …
Everything the Government did to hurt their own citizens and create scenarios that would never let the citizens of Canada to have an inclusive and integrated population.
And it's worse for everyone and the government is taxing us more and spending it on everything but Canadians and Canadian infrastructure.
Criticizes government policy decisions on immigration and integration while raising economic concerns about taxation and spending priorities.
bronzremix
Jan 29, 2026
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Criticizes Trudeau for lack of strong leadership over the past 9 years, suggesting he's only now taking decisive action.
Policy Critique
0.80
@deadfishparty
Mar 4, 2025
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation …
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation is suppost to do? Our border is unguarded along america allowing illegal migrants who come to our countries from around the world to sneak into the usa or sneak into Canada, 73% of all our exports go to the usa, usa is no longer rather our boss, all these prideful canadians dont realize that our whole economy hinges on america lol, russia and china have been investing in making milltary bases in the artic, if we dont secure our artic then the usa will do it for us, but if that happens then who will really own the artic?
Comprehensive critique of Canadian sovereignty, border control, and economic/military policy, with comparative references to USA, Russia, and China.
ineedabettername100
Jan 29, 2026
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
Praises Canada's response while critiquing Europe's inaction and comparing international positions.
@clockworkcookie
Mar 4, 2025
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation.
The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Extended critique of government policy and immigration's effects on job availability, housing costs, and community character, with unverified claims about immigrant competency and fraud.
sweetmammoth7067
Jan 27, 2026
Where is the Canadian government? Why let senseless Punjap migration into their country? Not no traffic controls and rules 😮
Where is the Canadian government? Why let senseless Punjap migration into their country? Not no traffic controls and rules 😮
The commenter criticizes government policy regarding immigration and mentions specific ethnic groups, combining policy critique with identity-based framing.
rajkumarvelupillai1447
Jan 28, 2026
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
Criticizes educational institutions for prioritizing profit from foreign students over quality, combining institutional critique with economic concerns.
thatheckingguy
Jan 28, 2026
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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)