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
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody.
...except those untouchables over there. they're subhuman filth.
i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Extended critique of government resource allocation priorities between native-born and immigrant populations, with identity-based framing of resource competition.
jessicasfakeaccount
Sep 22, 2025
The quality of immigrants have decreased but blaming just the indians isn't right. Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the …
The quality of immigrants have decreased but blaming just the indians isn't right.
Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the real problem getting free money and stay from the government and working on cash.
Legalizing Cannabis store promoted youngsters and adults alike to try drugs, why was the needed even ?
Problem is not indians or immigrants in general, problem is government policies.
Comment critiques government immigration and drug legalization policies while making unverified claims about asylum seekers and their benefits.
designpathy
Sep 23, 2025
Our own government allowed and aided and abetted this thing.
Our own government allowed and aided and abetted this thing.
Comment criticizes government responsibility for immigration policy decisions, attributing blame to state actors.
Policy Critique
0.80
mitchbarredo3990
Sep 23, 2025
This is what happens when you are “too nice” of a country ….people take advantage of you
This is what happens when you are “too nice” of a country ….people take advantage of you
Criticizes Canada's immigration policy as too permissive, suggesting it enables exploitation of national generosity.
mttmviral
Sep 20, 2025
Don't blame the people coming in, blame the system in place and the white liberals that are getting them in.
Don't blame the people coming in, blame the system in place and the white liberals that are getting them in.
Critiques immigration policy and blames 'white liberals' for facilitating immigration, deflecting blame from immigrants themselves.
happyliferoy3244
Sep 20, 2025
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
Criticizes Canada's government policies as socialist and claims they caused economic harm through talent and capital flight.
@amin7361
Mar 4, 2025
You're not much better, Trudeau .
You're not much better, Trudeau .
Dismissive criticism of Trudeau's leadership and policy performance.
Policy Critique
0.80
@autumnelizabeth8328
Mar 4, 2025
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Stop mixing cultures through political gentle "wokeness"...
"Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain....
Awful... Naive....
Critiques cultural integration policies and government approach to immigration while framing it as cultural preservation concern.
watchmenstudios
Sep 21, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
You voted for Trudeau, didn’t you? It’s democracy the problem, when we ask their opinions to a majority of idiots, this kind of thing happens. Good luck to you.
Criticizes Trudeau and democratic decision-making as responsible for immigration policy outcomes.
terryday-land9657
Jan 27, 2026
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to …
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to anything. \n\nTrudeau does not speak for Canada. He’s the reason we’re in this mess. You Americans do not want Trudeau as your president he has ruined this country.
Canadian identity claim combined with sustained critique of Trudeau's governance, parliamentary suspension, and national impact.
@Natg-o7u
Mar 4, 2025
IT IS ONLY 2 parties TO BLAME: LIBERALS AND NDP... MULTICULARIMS DOES NOT WORK... NO WHERE..
IT IS ONLY 2 parties TO BLAME: LIBERALS AND NDP... MULTICULARIMS DOES NOT WORK... NO WHERE..
Blames specific political parties for immigration policy failures and asserts multiculturalism doesn't work.
ericdiaz6568
Sep 21, 2025
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
Critiques government policy for accepting immigrants without adequate housing infrastructure to support them.
zwebble6220
Jan 27, 2026
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Calls for tripled deportations, frames immigrants as criminals draining the economy, and criticizes lawyers as opportunistic.
wooddust1234
Dec 25, 2025
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Criticizes Trudeau's freezing of accounts and alleged restriction of free speech, presenting specific policy actions as problematic.
@HeinzGudarian
Mar 4, 2025
Mass immigration clearly doesnt work so whats the end game for the liberals?
Mass immigration clearly doesnt work so whats the end game for the liberals?
Criticizes mass immigration policy as ineffective and questions government motives, framing it as a deliberate strategy.
seanpower1595
Feb 27, 2026
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as …
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as bullies to other countries. When in fact, we are weak, and weaker for this. Our government a demagogue league of rats straight out of Idiocracy and Judge Dredd lore.
Criticizes government leadership and foreign policy approach, characterizing them as bullies and incompetent, with moral undertones about weakness and poor governance.
@paul-gz9zh
Mar 4, 2025
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Criticizes Trump's policies on employment and foreign relations while implicitly calling out supporters.
@skillz1855
Mar 4, 2025
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has …
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has been failing since he came in ~ now he wants to blame Trump! Everything here should be MADE IN AMERICA!!
Calls for ending foreign aid and criticizes Trudeau's economic management, combining policy opposition with economic concerns about domestic production.
@mattysmom1764
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)