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
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate attempt to hide their miserable economic performance have relied on immigration to falsely boost the numbers. Albertans want out.
Critiques government immigration policy as masking economic failure while asserting regional identity and desire for separation.
Bn-fd9kp
Sep 19, 2025
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Criticizes government immigration policy and political leadership while asserting cultural difference between immigrants and Canadians.
Tarot.of.Cups69
Mar 3, 2026
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He …
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He went on a celeberety tour instead of working with the US to address the problems he created. He played around, posturing and looking like a total I D I O T and then when he FAILS to meet the requirements to avoid tariffs, and he gets hit with them, he does this kind of worthless crap? This is NOT a leader.
Attacks Trudeau's leadership record, policy decisions, and handling of tariff negotiations while asserting weakness as a national leader.
@06colkurtz
Mar 4, 2025
Immigration has not changed in law, what has happened is that since the government has allowed its workers to work from home during COVID, and stay at home years after the standards have gone to …
Immigration has not changed in law, what has happened is that since the government has allowed its workers to work from home during COVID, and stay at home years after the standards have gone to shit, they make mistakes and are slower then ever. They need to get back to the officer under proper supervision.
Critiques government bureaucratic inefficiency and work-from-home policies as the root cause of immigration processing problems, not policy itself.
Policy Critique
0.80
marcovalentini5741
Sep 19, 2025
5:59 she 😂thinks she is better than rest of us no solid point she said international students are robbing us you don’t pay us enough you desi owners are real criminals you are once those …
5:59 she 😂thinks she is better than rest of us no solid point she said international students are robbing us you don’t pay us enough you desi owners are real criminals you are once those who have actually abused the system of Lmia you are the once who do all illshit you need to do better thinking you came before and you are better is just 🐂💩
Criticism of employer exploitation and LMIA system abuse, with identity-based framing of who benefits from immigration.
chacha-r5y5n
Sep 19, 2025
The governor needs to stay in his lane.
The governor needs to stay in his lane.
Criticism of a political figure overstepping their authority or jurisdiction, a form of governance critique.
Policy Critique
0.80
@Michael56011
Mar 4, 2025
as a Canadian our immigration system used to be the gold standard now its a warring to other nations what not to do.
as a Canadian our immigration system used to be the gold standard now its a warring to other nations what not to do.
Critiques Canada's immigration system as having declined from a gold standard, framing it as a cautionary example for other nations.
Policy Critique
0.80
RESTLESSWISH
Sep 19, 2025
For social cohesion , peace and stability, government of Canada should completely stop Indian migration. This is no longer racism. It is a pragmatism
For social cohesion , peace and stability, government of Canada should completely stop Indian migration. This is no longer racism. It is a pragmatism
Calls for complete cessation of Indian migration framed as pragmatic policy rather than racism, combining identity-based targeting with policy argument.
orobleh77
Sep 19, 2025
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just …
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just like any other country, social class matters. Canada needs to be way more selective for some time. I love both cultures so it's important that Indian culture doesn't over-run Canadian culture.
Combines personal background with criticism of Canada's immigration selectivity and concern about cultural preservation.
HedgeFundCIO
Sep 19, 2025
As one gentleman was saying they don't pay taxes... that has no facts, that is only his opinion. Every immigrat i know works two jobs to succeed and pays his or her share of taxes. …
As one gentleman was saying they don't pay taxes... that has no facts, that is only his opinion. Every immigrat i know works two jobs to succeed and pays his or her share of taxes. Some of these individuals interviewed had now knowledge but just opinion. The host should be asking experts not just random people.
When we need a kidney transplant, we see specific specialist, not random people on the street. To fix any issues in our society, we need to interview experts, not option based people
Critiques the video's methodology for relying on opinions rather than expert analysis, and defends immigrants' tax contributions based on personal observation.
mikepurewal5816
Sep 19, 2025
Trudeau and the liberals destroyed this country. This is giving us, separatist in Quebec, all the tools,to have a sucessful referendum in 2027.
Trudeau and the liberals destroyed this country. This is giving us, separatist in Quebec, all the tools,to have a sucessful referendum in 2027.
Blames government immigration policy for national decline and implicitly calls for political action (Quebec separatism referendum).
erichebert1916
Sep 19, 2025
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Criticizes Trudeau's record and governance while making unsubstantiated claims about WEF connections and corruption.
@Sc00terNut
Mar 4, 2025
How are canadian businesses forced to hire "minorities" but these indian companies get away with employing 50 people, with every single one being indian, and only 5 speaking english?
How are canadian businesses forced to hire "minorities" but these indian companies get away with employing 50 people, with every single one being indian, and only 5 speaking english?
Questions perceived inconsistency in hiring regulations while making an unverified claim about Indian company hiring practices.
FPScanadaPC
Sep 19, 2025
Malaysia and Brunei were also British colonies. We can't always blame colonialism
Malaysia and Brunei were also British colonies. We can't always blame colonialism
The commenter challenges a common argument by comparing other post-colonial nations, implicitly critiquing the use of colonialism as an explanation.
ndorobei4391
Sep 19, 2025
This is outrageous. Not acceptable :) Immergration if fucked in Canada !!!
This is outrageous. Not acceptable :) Immergration if fucked in Canada !!!
The commenter expresses strong disapproval of Canadian immigration policy, calling it unacceptable and broken.
Jipper905
Sep 19, 2025
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays …
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays rich if you can bring in cheap labour by disguising or manipulating the numbers in use of immigrants. I honestly don't understand why people can't do the simple math when we live in a world based on capitalism and it's countered by Marxism.
Critiques Canadian government immigration policy as exploitative labor scheme serving capitalist interests, with comparative reference to England and Australia.
rithrean
Sep 14, 2025
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Blames Liberal party for immigration-related problems, framing it as partisan political failure.
readinggorilla6365
Sep 10, 2025
More like fed-up with Liberal idiots which they need to be kicked out.
More like fed-up with Liberal idiots which they need to be kicked out.
Criticizes Liberal government handling of immigration and implicitly calls for their removal from office.
oliveriomedeiros4830
Sep 11, 2025
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Criticizes Trudeau's governance and maturity while questioning his approach to Russia, framed as identity-based judgment of leadership failure.
@danielabibo8907
Mar 4, 2025
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and …
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and emotional retardation are destroying the USA. The number of Americans too idiotic to see it is frightening.\n\nPutin must be pissing his pants laughing at how easy it's all been.
Critiques Trump's susceptibility to manipulation and character flaws, with underlying fear about American vulnerability and societal danger.
@TheDiplococcus
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)