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
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
Critiques government healthcare policy as hypocritical, claiming Canadians are excluded despite universal healthcare claims.
EcoHermit-os5in
Feb 26, 2026
She'll be promoted soon. It's the Liberal way of governing.
She'll be promoted soon. It's the Liberal way of governing.
Critiques Liberal government practices through sarcasm about promotion patterns, with partisan framing.
johnathanbenoit6377
Feb 26, 2026
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
Criticizes the immigration minister's performance and suggests she is avoiding accountability.
shawnbroome2861
Feb 26, 2026
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
Critiques government healthcare policy and implies immigration diverts resources from Canadian citizens.
JenniferMcCleery-x1x
Feb 26, 2026
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
References a political figure's past warnings about mass immigration dangers and suggests current conditions validate those concerns.
Kyle-q4o8r
Feb 26, 2026
They are legal it's not called invasion
They are legal it's not called invasion
Counters 'invasion' framing by emphasizing legal status, critiquing inflammatory rhetoric.
Policy Critique
0.80
Namo-Buddha67
Jan 27, 2026
Diab is a good fit in a clueless and corrupt liberal government!
Diab is a good fit in a clueless and corrupt liberal government!
Criticizes the immigration minister as a poor fit for government, framed as incompetence and corruption.
christophercoupe5006
Feb 26, 2026
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
Criticizes immigration policy as 'out of control' and attacks leadership competence, with underlying fear about immigrant quality.
kordos2
Feb 26, 2026
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Attacks government minister's competence and accuses her of using race as a deflection tactic.
davidimrie9548
Feb 26, 2026
Canadians seem to keep doubling down on total incompetence in their government. And Canadians wonder why the country is going downhill fast.
Canadians seem to keep doubling down on total incompetence in their government. And Canadians wonder why the country is going downhill fast.
Criticizes Canadian government incompetence and connects it to national decline, with implicit identity-based concern about the country's trajectory.
RMA_Geofiles
Feb 26, 2026
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and …
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and screwed up on over the last decade.
Speculates about deliberate political strategy to shift blame for immigration failures, critiquing government decision-making and accountability structures.
medical4652
Feb 26, 2026
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
Critiques perceived inconsistency in law enforcement and government accountability regarding social media and crime.
HTF4x4
Feb 24, 2026
Liberal party ruined Canada Trudeau is piece of shit
Liberal party ruined Canada
Trudeau is piece of shit
Criticizes the Liberal party and Prime Minister Trudeau's governance, implying policy failures related to Canada's condition.
Doubledick2
Feb 26, 2026
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
One other point not mentioned that will put strain on health care and all resources is Bill C- 3 allowing children born or adopted abroad to Canadian parents to acquire citizenship .
One other point not mentioned that will put strain on health care and all resources is Bill C- 3 allowing children born or adopted abroad to Canadian parents to acquire citizenship .
Analyzes specific legislation (Bill C-3) and its resource implications while expressing concern about strain on public services.
conscienceawareness
Feb 24, 2026
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
Critiques immigration policy procedures and suggests proper legal pathways for rejected claims.
Policy Critique
0.80
terrysolet8
Feb 24, 2026
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
Critiques Canadian laws and regulations around self-defense claims, framing them as overly restrictive and attributing this to 'wokeness.'
Littlestjeffrey
Jan 27, 2026
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit.
Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same?
The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated.
You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes.
But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them.
It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Commenter provides nuanced critique of immigration policy implementation, vetting procedures, and government/corporate incentives while calling for balanced discourse.
jimmyadkdsd
Feb 26, 2026
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians. Emergency health care yes, anything else no. Especially charged criminals who then …
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians.
Emergency health care yes, anything else no. Especially charged criminals who then apply as refugees. How about the 35,000 'students' who want to overstay their visas.
Critiques government policy on refugee healthcare benefits relative to Canadian taxpayers and raises concerns about visa overstays.
RobertTorontoYYZ
Feb 25, 2026
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho
Be the Change You Wish to See in the World 💖
Evaluates a specific policy proposal critically but constructively, acknowledging both concerns and potential benefits.
sheila5606
Feb 23, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)