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
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable …
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable man and he violated his own free trade agreement with Mexico the US and Canada. We are moving on from trusting the US. I’ve cancelled plans to vacation in the US. I will only buy Canadian or from our trusted allies (EU China Japan etc). I love the US but there are some very bizarre and stupid people in your country. Your greatest weakness. God help us all.
Criticizes Trump's trade policy violations and advocates for consumer action (buying Canadian), with comparative framing of US versus trusted allies.
@paulpotter7188
Mar 4, 2025
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Critiques US administration policy as deliberately targeting the middle class, with historical comparison to Reagan-era policies.
@kevkeisha
Mar 4, 2025
12:49 You cant use a knife for self defence in Canada
12:49 You cant use a knife for self defence in Canada
Comment critiques Canadian self-defense law regarding knife use, focusing on government regulation.
Policy Critique
0.85
DERTHIX
Jan 27, 2026
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Commends the Prime Minister for taking a firm stance on immigration policy, framing it as necessary action that Canadians support.
@nigyarmamedova5892
Mar 4, 2025
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Criticizes government policy (tariffs) and expresses frustration with leadership, with nationalist undertones about Canada being disadvantaged.
@levinolan636
Mar 4, 2025
The States can reject the tariffs if they wish and send it to the Supreme Court.
The States can reject the tariffs if they wish and send it to the Supreme Court.
Analyzes US legal options regarding tariffs, discussing policy mechanisms and institutional recourse.
Policy Critique
0.85
@KevinAlvarado-n2u
Mar 4, 2025
Using a knife in self defence in Canada gets you 10+ years in jail.
Using a knife in self defence in Canada gets you 10+ years in jail.
Critiques Canadian self-defense law as overly punitive, framing it as a policy problem with implicit threat implications.
CrotchCrickets
Jan 27, 2026
Donald has no clue what he’s doing.
Donald has no clue what he’s doing.
Critical assessment of Trump's competence and decision-making abilities.
Policy Critique
0.85
@louislaboy7836
Mar 4, 2025
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
I think Trump is the negative of what people voted for.\nHis decisions are questionable...
Critiques Trump's policy decisions as contrary to voter expectations and questions their merit.
Policy Critique
0.85
@ibukunadebayo9278
Mar 4, 2025
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Frames as a question but primarily critiques Canadian government policy on taxation and cost of living, seeking validation of existing critique.
@JulianButterworth-ff1ii
Mar 4, 2025
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing …
This isn't about fentanyl or the borders it's about Trumps desire to make money off tariffs so he can pay for tax cuts to his billionaire ass kissers while the first lady Musk is stealing money from government offices. Trump is not a smart man. Recently he said this was a bad agreement and who the hell signed this speaking about the last trade agreement with Canada and Mexico. Well it was you Dumb Donald. Nothing more than a child bully.\n This idiot thinks Zelensky is a dictator but refuses to call Putin a dictator WTF . He says Ukraine started the war, what a retarded scumbag. Good luck the next 4 years UST, United States of Trump.
Critiques Trump's tariff policy, tax cuts, and trade decisions while making moral judgments about his character and competence.
@sadie63
Mar 4, 2025
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture.
Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Detailed critique of immigration policy decisions and their economic consequences (labor exploitation, housing inflation, education system impacts).
xanorth6712
Jan 19, 2026
Liberal government needs to go, just that simple!
Liberal government needs to go, just that simple!
Direct criticism of the Liberal government's immigration policy with implicit call for political change.
BradleyBeeksAdventures
Jan 27, 2026
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Analyzes government immigration policy as cyclical and driven by economic interests rather than genuine reform.
Policy Critique
0.85
WeiTuLowe
Jan 19, 2026
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are …
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are from india, sometimes i feel living in india than in canada
Calls for immigration restrictions and makes unsubstantiated claims about hiring discrimination and cultural replacement by Indian immigrants.
Naruto-xx2lr
Sep 19, 2025
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Critiques government immigration policy as causing housing/job shortages and burdening taxpayers, advocating border closure.
johnwatt1903
Sep 27, 2025
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Criticizes Trudeau's leadership as failed and claims Canadians reject him, combining policy critique with assertion of national sentiment.
@OrpheussZ06
Mar 4, 2025
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Criticizes Canadian government's foreign policy decisions toward China and the US, with comparative framing about international relationships.
@dkj6946
Mar 4, 2025
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
Acknowledges the speech's quality but critiques Trudeau's unpopularity and public approval, focusing on his political standing.
Policy Critique
0.85
@chrismcconnell1069
Mar 4, 2025
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
Criticism of former PM's leadership and governance, claiming corruption and predicting negative consequences.
@ambaasia8200
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)