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
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Criticizes liberal government policies as having damaged the country over 10 years, expressing frustration with electoral choices.
Policy Critique
0.85
50kgbrain
Aug 29, 2025
Petulant Child running Canada, this isn't going to end well ?
Petulant Child running Canada, this isn't going to end well ?
Criticism of Canadian leadership with an ominous prediction about negative outcomes.
@tsgetty
Mar 4, 2025
Trudeau and the Liberals are to blame for all this. They sacrificed Canada to buy their votes 🤔
Trudeau and the Liberals are to blame for all this. They sacrificed Canada to buy their votes 🤔
Blames political leaders for immigration policy decisions, implying they prioritized electoral gain over national interest.
panagopete
Aug 31, 2025
Says the guy who froze bank accounts and shut down peaceful protests. Canadians have short memories. This guy is extreme left and dangerous to our democracy. This Liberal government is doing nothing to stop the …
Says the guy who froze bank accounts and shut down peaceful protests. Canadians have short memories. This guy is extreme left and dangerous to our democracy. This Liberal government is doing nothing to stop the drugs. Trudeau caused most of the problems. Most Canadians can’t even stand the sound of his voice. He is just inflamed the situation with his rhetoric. Canadians do appreciate the international support.
Primarily criticizes government policies and leadership (freezing accounts, drug policy, rhetoric) while asserting Canadian identity and values.
@NovaMar24
Mar 4, 2025
Trudeau is the problem! Instead of parouged parliament call an election! I am a Canadian and Trudeau has taxed the hell out of us and put Canada in a weakened position! Canadian s want Trudeau …
Trudeau is the problem! Instead of parouged parliament call an election! I am a Canadian and Trudeau has taxed the hell out of us and put Canada in a weakened position! Canadian s want Trudeau gone ASAP!
Criticizes Trudeau's taxation and governance policies while asserting Canadian identity and calling for his removal from office.
@timmccormack7975
Mar 4, 2025
Not only does he have the country fighting for basic life, with all of the unemployment and chaos he’s causing, but now he has us in trade wars with other countries who have basically been …
Not only does he have the country fighting for basic life, with all of the unemployment and chaos he’s causing, but now he has us in trade wars with other countries who have basically been on our side!?!? ??♀️
Criticizes government policies causing unemployment and chaos, and condemns trade wars with allied nations.
@WomanWithHISPlan-un4rp
Mar 4, 2025
Trump is not mentally fit for office because he is a childish man
Trump is not mentally fit for office because he is a childish man
Critiques Trump's fitness for office based on character assessment.
Policy Critique
0.85
@worldclassmathe8976
Mar 4, 2025
I think we should increase tariffs ofn American digital services as well, as they are, leading there.
I think we should increase tariffs ofn American digital services as well, as they are, leading there.
Proposes a specific policy response (tariffs on American digital services) as a critique of current trade arrangements.
Policy Critique
0.85
@Goldsnip
Mar 4, 2025
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Criticizes government parties and policies as destructive, with implicit call to change voting behavior.
Billiumsetay
Aug 28, 2025
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this bs by these immigrants in my opinion
Blames the Liberal government for immigration policy and calls for action against immigrants, framing it as a political failure.
tdbtdb8706
Aug 28, 2025
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent …
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent to help the growth of the country instead support the stupid moves.
Criticizes government management across multiple domains (cost of living, healthcare, infrastructure, foreign policy) without specific immigration focus.
wkclaw
Aug 28, 2025
Because the majority voted for our sorry, unworthy prime minister
Because the majority voted for our sorry, unworthy prime minister
Blames current political leadership for immigration policy outcomes, attributing the situation to electoral choices.
Policy Critique
0.85
Sirtigereg
Aug 28, 2025
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Critiques immigration policy imbalances and racial discrimination in selection criteria, compares Canada to UK and US, and appeals to moral/religious principles for reform.
kingslyon3409
Aug 28, 2025
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was …
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was to help the Liberal Party grow.
Criticizes Liberal immigration policy with an unsubstantiated claim about partisan motives for immigration decisions.
DeadNorthTV
Aug 27, 2025
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own …
Welp,
1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting.
2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own people in the process. (See Item 1)
3. Shopping mall colleges enrolling foreign students, taking their money and pumping out useless "Business Diplomas" for classes they never attended, Then they claim asylum and or turn to crime all the while mooching off food banks. (See items 1 & 2)
4. Foreign investors buying Tim Hortons, McDonalds, and other retail business then import and only hire their own people to work as indebted slaves as Canadian tax payers subsidize them.
5. Anyone can claim refugee status in Canada and get instant benefits.
6. They can bring over Grama and Grampa who contribute zero to the economy and clog up social services and the healthcare system.
Questions?...
Systematic critique of immigration system failures mixed with unsubstantiated claims about fraud, asylum abuse, and economic impacts.
MilkmanSon
Aug 26, 2025
Our government is the problem, they let this happen. Sorry they made this happen. Assimilate or get out. We the north strong and FREE. What happen to that
Our government is the problem, they let this happen. Sorry they made this happen. Assimilate or get out. We the north strong and FREE. What happen to that
Criticizes government policy as the root cause while asserting Canadian national identity and values.
wolfbrigadier5957
Aug 26, 2025
Why was it when Harper was Prime Minister, our Country was prosperous . Then Trudeau hit, followed by elbows up Carnage Carney and look where we are now. People who voted in this mess should …
Why was it when Harper was Prime Minister, our Country was prosperous . Then Trudeau hit, followed by elbows up Carnage Carney and look where we are now. People who voted in this mess should be ashamed for being part of destroying this Country.
Compares current government performance unfavorably to a previous administration, critiquing policy outcomes.
peteott
Aug 26, 2025
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen …
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen us morph from an economic powerhouse to wasted potential. Add in strict criteria for being able to come to Canada, incentivize construction of new infrastructure, and add in new laws for all these immigrants that dictate what they can and cannot do in Canada. This ain't no free ride, people! Get off the government gravy train and start working in places OTHER than entry-level work! Leave that for teens and twentiers!
Detailed critique of immigration policy with proposals for stricter borders and regulations, grounded in personal experience of economic decline.
haydendegrow945
Aug 26, 2025
It’s the Canadians voting for stupid liberal
It’s the Canadians voting for stupid liberal
Brief criticism of liberal government policies as the root cause of immigration problems, implicitly calling for electoral change.
karishmasingh4517
Aug 27, 2025
Yes we need more immigrants due to our low birth rate but we should not be lowering our standards and import the world’s poor.
Yes we need more immigrants due to our low birth rate but we should not be lowering our standards and import the world’s poor.
Acknowledges demographic/economic need for immigration while critiquing selection standards and quality of immigrants.
Alan-o8l6b
Aug 26, 2025
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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)