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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
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
Commenter critiques Canadian law regarding self-defense weapons as overly restrictive compared to what someone from another country might do.
canadianoctopus1479
Jan 28, 2026
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Questions government accountability by pointing out a minister's continued position despite poor performance.
Policy Critique
0.85
TheTracerB
Feb 26, 2026
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
Mar 4, 2025
The current wait time for PGWP is around 8-10 months... That's how bad it is now
The current wait time for PGWP is around 8-10 months... That's how bad it is now
Comment criticizes current government processing times for Post-Graduation Work Permits as inadequate.
Policy Critique
0.85
ShadowRap-y5l
Jan 21, 2026
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Criticizes immigration policy and border control while expressing security/threat concerns about drugs and undocumented immigrants.
@MyAngelYou
Mar 4, 2025
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Critiques immigration policy (language requirements) while using dehumanizing language that asserts ethnic/cultural boundaries.
HSA-
Jan 28, 2026
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
Critiques a political leader's tariff policy as economically counterproductive, analyzing the mechanism of reciprocal tariffs.
Policy Critique
0.85
@7eleven297
Mar 4, 2025
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Challenges the video's framing by pointing out that Canada's government actively recruits immigrants, critiquing the narrative presented.
HarpaulBrar-p2y
Jan 28, 2026
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
Critiques Liberal government policies as having negatively changed Canada, framing immigration policy as the source of decline.
saskmuddinatv
Jan 28, 2026
Thank Trudeau
Thank Trudeau
Brief attribution of blame to a political figure (Trudeau) for immigration policy, expressing criticism of government leadership.
Policy Critique
0.85
producedbynorth2099
Jan 27, 2026
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. …
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. Do not deprive people who depend on this effective analgesic.
Critique of a policy position on fentanyl with ethical argument about pain management needs.
@janem5900
Mar 4, 2025
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Criticizes government immigration policy and enforcement while asserting Canadian identity and expressing demographic anxiety about cultural assimilation.
andrewking2897
Jan 27, 2026
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend.
Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Structured critique of immigration pace and assimilation policy using cultural metaphor, arguing for slower integration to prevent social fragmentation.
randomrazr
Jan 27, 2026
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
Critiques previous immigration ministers for leaving the current minister with systemic problems, focusing on policy failure.
Policy Critique
0.85
shawnbroome2861
Feb 26, 2026
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Criticizes Trudeau's handling of tariffs and fentanyl policy while dismissing the speaker as a 'fool,' combining policy analysis with derogatory framing.
@paulpachis9689
Mar 4, 2025
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It …
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It is simply incredible.
Criticism of Trump's tariff policy and its damage to international relationships, framed from a UK perspective comparing US behavior to allies.
@artemisjuno
Mar 4, 2025
Trudeau is a dumbass
Trudeau is a dumbass
Brief dismissive critique of Canadian Prime Minister Trudeau's leadership without specific policy details.
Policy Critique
0.85
@eriksam1132
Mar 4, 2025
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the …
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the greed and stupidity of this irresponsible government? Which politician is benefiting from the fentanyl deal? When Canadian politicians are in bed long enough with the CCP, they will work for this communist regime and not for the Canadian people. Trump is certainly looking out for the American people, who is Trudeau looking out for?
Criticizes government policy on CCP cooperation and fentanyl, makes unverified claims about politician corruption, and implicitly calls for accountability.
@LamNghi
Mar 4, 2025
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just …
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just eat everyday and trying to get to the food bank everyday! You would think the the Pm would be more focused on helping his people then he is about helping and standing with Ukraine, pretty soon he won’t have any people to fight for!
Criticizes government priorities, arguing the PM should focus on domestic economic hardship (food banks) rather than international commitments.
@twriiight
Mar 4, 2025
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility for their mistakes. Now everything is messed up and it's going to take years to fix. Unfortunately these TFWP programs all need to stop - Canada is broken right now.
Acknowledges immigration's historical value but criticizes rapid implementation scale and government accountability for resulting problems.
pjx607
Nov 21, 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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