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
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide …
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide is “hate”. \nBoy he sure doesn’t want to talk about the dollar amount huh? We want free military and free money now!!!! Stomp stomp stomp give me my money daddy Trump. All you have to do is make a little effort on your end there Justin. All we are doing is reciprocating the kindness you show us. Your military members support you? \n\nPut it to a vote if you will not censor them I think you might get a sense of how out of touch you are with your own country. \n\nWe love Canadians we dislike the leadership and the smashing laws that take it out on the common citizen that don’t live in a drug riddled city. You know the majority of your citizens?
Extended critique of Canadian government policies, leadership, and laws affecting citizens, with calls for democratic accountability and expressions of economic/social grievance.
@JoshB-ro7lv
Mar 4, 2025
Bro why America voted for trump. He is indeed destroying the relationship to the world…
Bro why America voted for trump. He is indeed destroying the relationship to the world…
Criticizes American electoral choice and its diplomatic consequences, comparing Trump's impact on international relationships.
@melihkiller6744
Mar 4, 2025
CANADA IS BROKEN. canada is nothing like it used to be. the corruption is insane.
CANADA IS BROKEN. canada is nothing like it used to be. the corruption is insane.
Critiques Canada's current state and corruption while lamenting cultural/institutional decline.
nuggetboi1068
Jan 29, 2026
The data & facts show Trump doesn’t care is factual. As a Canadian I want Canada to move on away from USA. There’s a big world out there
The data & facts show Trump doesn’t care is factual. As a Canadian I want Canada to move on away from USA. There’s a big world out there
Critiques Trump's approach and advocates for Canada's independent direction, with implicit comparison to US relations.
@vincewhite5087
Mar 4, 2025
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Critiques Trump's motives and character, arguing his tariff policy is about ego rather than stated drug concerns.
@AntisocialAtheist1
Mar 4, 2025
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Challenges the video's terminology and framing by pointing out the distinction between non-immigrants and Indigenous peoples as 'native Canadians.'
brookelynn925
Jan 29, 2026
If you look in on CBC or CTV news, what are they talking about ? Poilievre's leadership. They hold the Liberals to account exactly never.
If you look in on CBC or CTV news, what are they talking about ? Poilievre's leadership. They hold the Liberals to account exactly never.
Criticizes media coverage and accountability disparities between political parties regarding immigration policy.
BrianFantana-v2f
Feb 26, 2026
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
Comment criticizes government enforcement leniency and frames weak leadership as causing societal problems.
apocalypse369
Feb 3, 2026
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
Critiques immigration policy by arguing Canada should prioritize helping its own citizens rather than accepting immigrants, framing a resource allocation concern.
thatheckingguy
Jan 28, 2026
1st step government must stop face covering, prayers on the streets, and all desert clothing. Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without …
1st step government must stop face covering, prayers on the streets, and all desert clothing.
Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without Canadusn consent.
The comment critiques government immigration policy and cultural accommodation practices, calling for restrictions on religious and cultural expression.
Brisket-w2s
Aug 29, 2025
Imagine people in charge don't have the paperwork.They never have the paperwork
Imagine people in charge don't have the paperwork.They never have the paperwork
Critiques government administrative competence and documentation systems in immigration enforcement.
Policy Critique
0.81
JohnnyMac04
Oct 3, 2025
So the province is running a deficit. Lolololol. This woman is useless. Her entire platform was divisive, she literally has done nothing for the province other than push forward and add gas to “independence”. She …
So the province is running a deficit. Lolololol. This woman is useless. Her entire platform was divisive, she literally has done nothing for the province other than push forward and add gas to “independence”. She needs to go.
Criticizes provincial leadership for financial mismanagement and divisive politics, implicitly calling for her removal.
@Andrico77
Feb 20, 2026
He is acting as if this is only going to hurt Americans when it will literally cripple his country. He is failing his people.
He is acting as if this is only going to hurt Americans when it will literally cripple his country. He is failing his people.
Critiques Trump's policy judgment as self-destructive and failing his constituents, combining strategic and moral critique.
@ryan05161985
Mar 4, 2025
Hypocrites are our Canadian politicians and Governments- Provincial and Federal, as they allow Canadian Companies to off shore numerous services and jobs - such as IT (software development) and get no benefit in return, except …
Hypocrites are our Canadian politicians and Governments- Provincial and Federal, as they allow Canadian Companies to off shore numerous services and jobs - such as IT (software development) and get no benefit in return, except for big profits to CEOs and shareholders. So a huge number (over 900,000+ - see Kings College report) of young Canadian graduates are unemployed, yet the Federal Govt. keep fast tracking immigrants into Canada. Canada is failing as a country; our governments fail to keep their eyes and ears with Canadians.
Commenter critiques government policy on outsourcing and immigration, citing specific statistics (900,000+ unemployed graduates) and making economic arguments about job displacement.
@frankjones3508
Mar 4, 2025
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans …
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans voted for him for.
Criticism of Trump's economic performance using stock market data as evidence.
@kevinsix666
Mar 4, 2025
People who make false refugee claim should be forced to pay for the who cost.
People who make false refugee claim should be forced to pay for the who cost.
Proposes a policy change requiring false refugee claimants to bear financial costs, critiquing current system accountability.
Policy Critique
0.80
kam-j9s
Dec 24, 2025
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Critiques Canadian government immigration policy and fake diploma mills while comparing cultural accountability between nations, deflecting blame from immigrants.
Idk-nh7ko
Jan 29, 2026
They should totally close the immigration for allowing those applications overseas.
They should totally close the immigration for allowing those applications overseas.
Advocates for closing overseas immigration applications, framed as a policy position with implicit call to action.
russellake6818
Apr 15, 2025
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What …
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy.
What a poor social-economic-political analysis. Sorry, Canada cannot take care of the whole world while some Canadians are in dare situation and the influx of immigrants are stifling off the resources and billions are given to foreign country to aid war.
Challenges the video's economic claims about immigration while critiquing resource allocation and foreign aid policy without providing evidence.
emmanuel5332
Apr 14, 2025
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free …
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free apartments free everything and the debt just doubled in five years.
Criticizes government handling of immigration and public spending, combining economic concerns with accusations of policy failure.
pajtimpachuku
Feb 26, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)