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
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Critiques the politician for citing abuse cases without providing numbers or solutions for distinguishing legitimate from fraudulent claims.
Policy Critique
0.85
suntzu623
Feb 24, 2026
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this …
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this country. Liberals are destroying this country of Canada. Stop these open border policies.
Criticizes Canadian immigration and border policies while asserting Canadian identity and blaming Liberals for national decline.
@scevenbernard8671
Mar 4, 2025
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
Contrasts Canada's formerly strong immigration system with its current deterioration under Trudeau, blaming specific leadership.
peterbutz642
Jan 19, 2026
Trudeau is taxing the shit out of his own citizens-make that make sense
Trudeau is taxing the shit out of his own citizens-make that make sense
Criticizes government taxation policy as illogical, combining policy analysis with economic concerns.
@cambarker3049
Mar 4, 2025
Trudeau is a puke. This guy needs to go and put someone who knows what they are doing in charge.
Trudeau is a puke. This guy needs to go and put someone who knows what they are doing in charge.
Expresses contempt for Trudeau's leadership and calls for his replacement with a more competent leader.
@bretjacobson782
Mar 4, 2025
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
Mar 4, 2025
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding …
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding does not work. The current majority sentiment of the US population is that they want the government to prioritize the interest of the US first and foremost. Whether or not Trump is a bully to other countries when he tries to prioritize that interest is irrelevant to them.
Critiques Democratic strategy and argues that prioritizing national interest over moral positioning is more effective politically.
@namuen
Mar 5, 2025
When you say there is a labor shortage it's completely false thousands of skilled trades workers can't find work because of the temporary cheap labor program
When you say there is a labor shortage it's completely false thousands of skilled trades workers can't find work because of the temporary cheap labor program
Critiques government labor shortage claims and temporary foreign worker program as economically harmful to domestic skilled workers.
seanpower1595
Jan 20, 2026
Finally it’s happening, don’t let them into the country in the first place. That’s how you save in the costs. Don’t put bogus or real asylum seekers in the hotels and force us the taxpayers …
Finally it’s happening, don’t let them into the country in the first place. That’s how you save in the costs. Don’t put bogus or real asylum seekers in the hotels and force us the taxpayers pay for it. Let them pay for healthcare and for their own housing, we are sick of paying for them!
Criticizes government policy on asylum housing and welfare, calling for exclusionary measures and reduced public spending on immigrants.
myrashulman1764
Dec 27, 2025
Well, if you don't have refugee claimants status in Canada. I'm unfortunately, you don't have the right to be here. That's why I think that deportation of non citizen within the country would be appropriate …
Well, if you don't have refugee claimants status in Canada. I'm unfortunately, you don't have the right to be here. That's why I think that deportation of non citizen within the country would be appropriate to force.
Commenter argues for deportation policy based on legal status, combining critique of current policy with an appeal to rule of law.
NickSamba-cq4jd
Dec 25, 2025
Shut up Trudeau. Your not tuff and you got us into this mess
Shut up Trudeau. Your not tuff and you got us into this mess
Blames Trudeau for creating a problematic situation, combining personal criticism with policy responsibility.
@Gizzard4400
Mar 4, 2025
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. Canada should be more strict
Comparison of Canada's immigration policy to UK citizenship rules, arguing Canada should adopt stricter standards for immigrant family benefits.
neilhenriques9435
Dec 25, 2025
Send these guys home and get them to apply properly FFS.
Send these guys home and get them to apply properly FFS.
Criticizes current immigration processing and advocates for deportation of those who bypass proper application procedures.
Policy Critique
0.85
Hello604
Dec 24, 2025
Justi Trudeau is so soft. Terrible
Justi Trudeau is so soft. Terrible
Direct criticism of a political leader's perceived weakness in handling policy matters.
Policy Critique
0.85
@woodswoods7621
Mar 4, 2025
Canada is the most corrupt G7 country
Canada is the most corrupt G7 country
Makes a sweeping claim about Canadian government corruption relative to other G7 nations, critiquing institutional integrity.
iverjohnson4656
Feb 27, 2026
Equal tariffs across the board OR NO DEAL..... POUND SAND ?
Equal tariffs across the board OR NO DEAL..... POUND SAND ?
Demands specific tariff policy changes with ultimatum language, critiquing government negotiating position.
@cujo0750
Mar 4, 2025
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Criticizes government for permitting immigration and failing to address resulting problems.
Policy Critique
0.85
scoobydeuce848
Feb 18, 2026
Drop in a bucket!!! Liberals should feel ashamed for the state they have put Canadians in over the last 10+ years!
Drop in a bucket!!! Liberals should feel ashamed for the state they have put Canadians in over the last 10+ years!
Dismisses government action as insufficient while criticizing the Liberal government's overall record on immigration and national conditions.
Policy Critique
0.85
JamesJohnson-fv6iz
Dec 27, 2025
Because they let too many in the country.
Because they let too many in the country.
Expresses criticism of government immigration policy as too permissive.
Policy Critique
0.85
francismarcoux8944
Dec 25, 2025
He ruined, borders, immigration, housing, and the national budget. Put on your black makeup and look at yourself in the mirror. You suck, you're not a leader.
He ruined, borders, immigration, housing, and the national budget. Put on your black makeup and look at yourself in the mirror. You suck, you're not a leader.
Commenter criticizes Trump's handling of multiple policy areas (borders, immigration, housing, budget) and questions his leadership legitimacy.
@eskay231
Mar 5, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)