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
Search & Filter
Policy Critique
5,980 comments
Having a community with lots of indians isn't the problem. The problem is with people with fake student visas and taking advantage of people whom is seeking job opportunities and government benefits, while evading taxes
Having a community with lots of indians isn't the problem. The problem is with people with fake student visas and taking advantage of people whom is seeking job opportunities and government benefits, while evading taxes
Critiques immigration policy and enforcement while making unverified claims about fake visas and tax evasion without evidence.
thisistiktokhellooo
Sep 23, 2025
I am for immigration but not for unfiltered mass immigaration
I am for immigration but not for unfiltered mass immigaration
Expresses conditional support for immigration while criticizing current policy as insufficiently selective or regulated.
Policy Critique
0.85
stephanebanon5483
Sep 23, 2025
Trump is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Trump is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Direct criticism of Trump's competence and characterization as a tool for authoritarian regimes, framed as political analysis.
Policy Critique
0.85
@mikegiunta4560
Mar 4, 2025
Part of the blame should also go to the corporations that were greedy and wanted to have cheap labor and then they got paid by the government.So both the government and that would be the …
Part of the blame should also go to the corporations that were greedy and wanted to have cheap labor and then they got paid by the government.So both the government and that would be the liberals and mark carney and the corporations that didn't want to pay the wages.They're to blame
Blames government and corporations for immigration-related wage suppression and labor exploitation.
naui1980
Sep 20, 2025
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers actually being valued and needed instead of competing for not even enough jobs? Oooh, so scary.
Whatever they thought would happen, I don't see how it could have been worse than what we have now. How is getting millions of Tim Hortons and Walmart workers helping the aging population? It doesn't. The explanations don't make sense.
9:25 bs!!! How could they possibly think this? Their position is that since there was a population explosion in the 40's, now every future generation has to explode their population as well, or else there will be too many old people? Come on. It's too ridiculous to take seriously. Now since the rate isn't the same as the 40's they decide let's just import from countries that are massively over populated.... and become more like them. Like... NO!!! This is not what I want from life or for our world.
Critiques the government's population growth rationale and immigration policy logic, expressing skepticism about stated justifications and demographic concerns.
JayS.-mm3qr
Sep 24, 2025
Well, you have new private schools that’s profit driven or just there to help getting around the loophole. This just hangs a black cloud over legitimate people that comes here.
Well, you have new private schools that’s profit driven or just there to help getting around the loophole. This just hangs a black cloud over legitimate people that comes here.
Critiques private schools as profit-driven loopholes that undermine legitimate immigration and integration.
Policy Critique
0.85
derektoronto1
Sep 20, 2025
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
Harsh criticism of Trump's leadership style and decision-making approach.
Policy Critique
0.85
@ltimore451
Mar 4, 2025
Oh Canada, how you have failed.
Oh Canada, how you have failed.
Brief expression of disapproval toward Canada's handling of immigration policy without elaboration.
Policy Critique
0.85
PeterPaulson-x4d
Sep 19, 2025
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Critique of government exploitation of immigrant labor while blaming immigrants, with moral undertones about systemic unfairness.
beanman7184
Sep 19, 2025
We don’t have enough planes to send them away. The only right thing to do now is close the immigration from India. The more they grow, the harder for them to assimilate to the rest …
We don’t have enough planes to send them away.
The only right thing to do now is close the immigration from India. The more they grow, the harder for them to assimilate to the rest of Canada.
Calls for closing immigration from India based on assimilation concerns, combining policy critique with identity-based framing and demographic anxiety.
Lordtariq4233
Sep 20, 2025
Blame the Liberals not the immigrants. They let them in!
Blame the Liberals not the immigrants. They let them in!
Directs blame toward government policy (Liberal immigration decisions) rather than immigrants themselves, implicitly calling for accountability.
DavidRamsay-d3v
Sep 20, 2025
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Critiques government policy and leadership for inviting immigrants while deflecting blame from immigrants themselves.
Policy Critique
0.85
rocco...
Sep 20, 2025
Conservatives brought in a lot of people as well
Conservatives brought in a lot of people as well
Points out that Conservative government also increased immigration, critiquing partisan blame-shifting in policy debate.
Policy Critique
0.85
GuyBuddy-i6q
Sep 20, 2025
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Critiques immigrant integration and cultural assimilation while making claims about why immigrants come to Canada and how they affect society.
zoneheadza5916
Sep 20, 2025
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Criticizes government immigration policy while asserting Canadian cultural identity and expressing concern about cultural segregation and integration.
simmytan4243
Sep 20, 2025
end result of neoliberal capitalism, it was never going to be any other way
end result of neoliberal capitalism, it was never going to be any other way
Critiques immigration outcomes as inevitable result of neoliberal capitalist economic policy.
Policy Critique
0.85
CyberHabibi
Sep 20, 2025
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And …
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And we are citizens are going to pay the brunt of it, not corporations or billionaires.. We as citizens now have to financially fight back against our own government
Critiques government policy on tariffs and trade relations while arguing citizens bear economic costs that corporations avoid.
@harveyross8624
Mar 4, 2025
There should be a country cap in Canada on every single pathway to move to Canada.
There should be a country cap in Canada on every single pathway to move to Canada.
Proposes specific policy change to immigration pathways based on country-of-origin caps.
Policy Critique
0.85
SS.9317
Sep 19, 2025
What a Tragedy the Caste discrimination is growing in Canada Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
What a Tragedy the Caste discrimination is growing in Canada
Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
Calls for government policy action against caste discrimination while making an unverified generalization that Indian people practice casteism wherever they live.
RaipurBankwale
Sep 19, 2025
It is quite apparent that bluffs and bullying are not good approaches in dealing with our close allies. We have put the United States in a very shameful standing around the world. I just don't …
It is quite apparent that bluffs and bullying are not good approaches in dealing with our close allies. We have put the United States in a very shameful standing around the world. I just don't know what is exactly we are doing. Our economy is showing decline and we are losing our friends. So what is the expected end game here?
Analyzes Trump's negotiation strategy as ineffective and harmful to US standing, questioning the strategic rationale.
@conradoperdiguerra7242
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)