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
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all …
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all composed exclusively of upper caste hindus. They're bringing it here.
Critiques religious/caste exclusion practices within Hindu organizations and makes an unverified claim about caste composition of leadership without evidence.
gamestravelmusictalks
Sep 18, 2025
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture.
Deportation if you cant assimilate to the country you move to.
Proposes stricter immigration policy with assimilation requirements and deportation, framed as cultural preservation and national sovereignty.
manhattanvi
Jan 27, 2026
Trump simply asked to stop the illegals and fentenal coming to our country threw yours!! He asked you and you said you would, the same as mexico. Apparently your operations are not working for one …
Trump simply asked to stop the illegals and fentenal coming to our country threw yours!! He asked you and you said you would, the same as mexico. Apparently your operations are not working for one reason or another! HONOR YOUR COMMITMENT! Mr. Trudeau simply call president Trump and discuss the numbers and come up.with a new idea on how to stop this agreed upon situation! Montana Rick.
Critiques Canada's enforcement of border security commitments and calls on Trudeau to address the issue through negotiation with Trump.
@rickfreeman9530
Mar 4, 2025
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago. How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even …
Took my parents 6-7 years to get to Canada, legally, approximately 35 years ago.
How do these people come as students, then take jobs from citizens, and then sponsor their family members who can't even contribute to our society. Literally putting a burden on all the systems.
The government not patching this loophole has fked us up. You come to study, then do that and go back.
Combines personal immigration experience with criticism of government policy loopholes allowing students to work and sponsor family members.
moizkhan8057
Sep 19, 2025
We only need good immigrants
We only need good immigrants
Implicit criticism of immigration policy, suggesting selective criteria for accepting immigrants based on undefined 'goodness' standards.
daudakamara728
Feb 25, 2026
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Criticizes current Immigration Minister's leadership and implicitly calls for replacement with a different person (Michelle).
dianajia4882
Oct 6, 2025
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate …
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate people,Canada is place of educated people especially into government institutions which be police department,which be army department,which be intelligent department,parliament members should focus on merit base and democracy.
Argues for merit-based immigration policy and criticizes current system for hiring unqualified people in government institutions.
Policy Critique
0.82
A.mirzayee
Sep 28, 2025
Disgusting - it is a free for all and those of us working are paying for everything!! That minister should be removed immediately!
Disgusting - it is a free for all and those of us working are paying for everything!! That minister should be removed immediately!
Criticizes immigration system as exploitative and calls for removal of responsible minister.
julieperry8158
Nov 21, 2025
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
Criticizes government inaction on student visa fraud and calls for mass deportation as a policy solution.
whoknowstrand732
Sep 29, 2025
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Commenter criticizes Canadian immigration policy as broken and incompetent, citing a personal anecdote about credential recognition barriers.
rona3393
Feb 17, 2026
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Criticizes Liberal government and 'woke' voters for destroying national pride, blending policy critique with identity-based nostalgia.
Slower-And-Less-Happy
Aug 25, 2025
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Expresses opposition to Trump's policies while claiming they endanger American lives, combining policy criticism with threat perception.
@cindyfeis6396
Mar 4, 2025
After the Trudeau nightmare years, I'm sure that many Canadians would beg to get Harper back. Hate him or like him, he wasn\\t corrupt and un-ethical like JustDIM Trudeau.
After the Trudeau nightmare years, I'm sure that many Canadians would beg to get Harper back. Hate him or like him, he wasn\\t corrupt and un-ethical like JustDIM Trudeau.
Compares current and past administrations on corruption and ethics, framing immigration policy within broader political critique.
RickCarroll-Canada
Feb 17, 2026
Trump will run this country in the ground. Just like his failed casino, his university's, his failed buisness. This is all Trumps fault, stop candy coating it cnn rusian propaganda. Trump just plainly sucks when …
Trump will run this country in the ground. Just like his failed casino, his university's, his failed buisness. This is all Trumps fault, stop candy coating it cnn rusian propaganda. Trump just plainly sucks when it comes to buisness. He was never successful, he is a grifter, a trust fund baby. He lied to you, and you fell for the scam. So deal with it. Kick him and putin vance out.
Criticizes Trump's business record and governance while calling for his removal from office.
@irineovelasquez1964
Mar 4, 2025
You get what you vote for, Elbows up for more than 10 years I'm a senior in this country and I'm pissed
You get what you vote for, Elbows up for more than 10 years I'm a senior in this country and I'm pissed
Personal account of frustration with government leadership over a decade, critiquing voting outcomes and policy direction.
buskerjames
Aug 25, 2025
Canada has been acting as part of US for years, taking orders from the US regardless of Canadian interest, for example arresting Huawei executive Meng Wanzhou per US order. Why not agree to become the …
Canada has been acting as part of US for years, taking orders from the US regardless of Canadian interest, for example arresting Huawei executive Meng Wanzhou per US order. Why not agree to become the 51th state of the US?
Critiques Canadian foreign policy as subservient to US interests, using specific example (Meng Wanzhou) and comparative framing.
@js5630
Mar 4, 2025
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Critiques immigration policy by framing assimilation as the core issue rather than national origin, with implicit identity concerns.
Triedbylauren
Jan 28, 2026
How about you pay your obligated amount In defense spending for your NATO agreement Justin? We pay over the obligated amount and we do not need you at all. You need us more than we …
How about you pay your obligated amount In defense spending for your NATO agreement Justin? We pay over the obligated amount and we do not need you at all. You need us more than we need you. And that's a real fact Madame Trudeau.
Commenter critiques Canada's NATO defense spending obligations while asserting American superiority and independence, blending policy complaint with national identity claims.
@ReverendAlfSharpton
Mar 4, 2025
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is a disturbing GENDER UNBALANCE in this panel considering Canada champions itself with “diversity” that includes gender.
Criticizes immigration policy as too lenient and accuses the government of avoiding 'racist' labels; also expresses concern about gender imbalance, mixing policy analysis with demographic anxiety.
USA-CANADA1480
Oct 3, 2025
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Acknowledges the host's role while dismissing the relevance of quantifying false claims, arguing the problem itself requires fixing regardless of scale.
jf7882
Feb 24, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)