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
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he …
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he is supporting /funding war , giving out tax payers to refugees he has been bringing who don’t contribute to tax. Hear him more concerned to Americans as opposed to announcing to us Canadians what is his plan for Canada to address tariff! Let USA do their thing , improve your leadership and don’t rely on other countries plans/decisions, unfortunately we are affected but it’s your job to make strategies of how you would address that. Dont blame Trump you could have thought of plans prior implementation
A Canadian's first-person critique of Trudeau's economic policies, refugee funding, and lack of tariff strategy.
@chuyaencarnacion6228
Mar 4, 2025
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
Argues for selective immigration policy favoring highly skilled workers over lower-wage employment.
RationalityPersonality-w7v
Feb 11, 2026
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
Criticizes Trump as irrational and blames him for harm to Canadian citizens, combining policy and moral judgment.
@lisalovelace4532
Mar 4, 2025
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent the country as a whole. The country is not falling apart because of changes in immigration laws.
Critiques the video's title accuracy and argues political parties don't advocate for more immigration currently.
virginiawai8485
Feb 12, 2026
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
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Proposes stricter immigration controls while distinguishing between asylum seekers and workers, citing labor shortages and welfare fraud concerns.
ranwei3622
Feb 12, 2026
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay. Is something lost in translation …
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay.
Is something lost in translation here? 🧐
She now has transferrable skills AND an education to take back to her home country. AND she can reapply to reimmigrate as a PERMANENT RESIDENT next time.
She is exploiting the system.
Analyzes temporary foreign worker program rules and accuses the individual of exploiting the system, questioning the fairness of the arrangement.
robinhightower9031
Feb 12, 2026
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
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Criticizes Canadian government's response to US trade actions while comparing Canada's position to America's economic interests.
@beluga7270
Mar 5, 2025
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just paints a bad picture of all Indian immigrants (even those who assimilate with the country and contribute strongly to the economy).
The US at least keeps immigration under control and only allows mostly smart Indians in. The Indian demographic in the US achieved the highest average annual salaries and most have assimilated well. That’s proof the US carried out good immigration control.
Critiques Canadian immigration selectivity while comparing favorably to US practices and making ethnic distinctions about assimilation.
a_a7287
Feb 12, 2026
Needs to be even tighter but since its been so high fir so long it may be too late. Ive seen young Canadians who canet find work and may have to move to the US …
Needs to be even tighter but since its been so high fir so long it may be too late. Ive seen young Canadians who canet find work and may have to move to the US for good futures some have already started and taking their skills with them. Canada dies not need high levels it needs more affordable homes, better paying jobs, etc do they can have kids and increase the population organically. Parts of Canada dont even look like a North American country. As an immigrant I can tell you that it would be better if Canadians could afford to have more kids
Argues for tighter immigration policy while citing economic concerns (housing, jobs) and personal immigrant perspective on Canada's needs.
MsDesiree39
Feb 13, 2026
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Critiques immigration policy regarding temporary workers and permanent residency while arguing strain on resources and job market reflects economic concerns.
Alexa-777-u9d
Feb 11, 2026
Actually support for tightened immigration controls is extremely high.
Actually support for tightened immigration controls is extremely high.
Factual assertion about public opinion regarding immigration controls, presenting a counter-narrative to the video's apparent stance.
Policy Critique
0.80
claude6543
Feb 11, 2026
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
Challenges the stated rationale for immigration policy by claiming no actual labor shortage exists and criticizing preferential treatment of temporary immigrants.
Kawhisexual
Feb 11, 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
Temporary means temporary
Temporary means temporary
Emphasizes the importance of enforcing the temporary nature of temporary worker programs, critiquing policy implementation.
Policy Critique
0.80
mikebgdv
Feb 11, 2026
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
Critiques Trudeau-era immigration policy while claiming broad Canadian consensus against it, combining policy analysis with national identity claims.
malcolmxbox
Feb 11, 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
its wild that the guy on the bike got fired from his job , for a simple interview lol
its wild that the guy on the bike got fired from his job , for a simple interview lol
Criticizes employment consequences for participating in media interviews, suggesting unfair workplace policy or discrimination.
odod9865
Feb 6, 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)