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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
Trudeaus lost all credibility, by the way he treated the Canadian Truckers! The World will NEVER Forget. Leave office already........
Trudeaus lost all credibility, by the way he treated the Canadian Truckers! The World will NEVER Forget. Leave office already........
Criticizes Trudeau's handling of the trucker protests and calls for resignation, framed as loss of credibility.
@pranavsambamurti7746
Mar 4, 2025
Canada could consider offsetting losses inflicted by the new tariffs by reducing border control spending, allowing the USA to cover the costs.
Canada could consider offsetting losses inflicted by the new tariffs by reducing border control spending, allowing the USA to cover the costs.
Proposes a policy solution to tariff impacts by reallocating border control spending, engaging with government strategy.
@martinims
Mar 5, 2025
Jagmeet Singh & India screwed up Canadian Immigration system.
Jagmeet Singh & India screwed up Canadian Immigration system.
Blames specific political figures and India for immigration system problems, combining policy criticism with identity-based scapegoating.
schowd69
Sep 30, 2025
Trudeau is a weak leader, plain and simple. The people of Canada want him out of there. He's screwed up the economy big time in Canada and his only recourse is to come after Trump. …
Trudeau is a weak leader, plain and simple. The people of Canada want him out of there. He's screwed up the economy big time in Canada and his only recourse is to come after Trump. He's weak and he is pathetic. Keep your eyes on Alberta, they really have the power in Canada, and they are fed up of bankrolling this idiot and the rest of the provinces. Let's make Alberta the 51st State. Trudeau can keep the rest of the Socialists. As far as his comments on Russia, the guy is far off base its not even worth commenting on it. Trudeau is a little minion and has lost complete respect on the world stage.
Extensive criticism of Trudeau's leadership, economic management, and foreign policy, with identity-based framing about Alberta separatism and provincial grievances.
@Lion_Heart_77
Mar 4, 2025
So..... remind me again when Justin Trudeau has ever spoke the truth...... ever.
So..... remind me again when Justin Trudeau has ever spoke the truth...... ever.
Criticizes Justin Trudeau's truthfulness and credibility as a political leader.
Policy Critique
0.80
@ronmauer6755
Mar 5, 2025
So when are all the Americans who support Ukraine going to suit up and head over and do the fighting. Do you realize we had to BORROW the money to send to Ukraine? So a …
So when are all the Americans who support Ukraine going to suit up and head over and do the fighting. Do you realize we had to BORROW the money to send to Ukraine? So a non ally, non NATO member sovereignty is more important than bankrupting the US.
Critiques US foreign aid spending priorities and questions the logic of supporting Ukraine over domestic interests, with underlying fiscal anxiety.
@evilchaperone
Mar 4, 2025
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for …
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for mass immigration like student, visitor and work permit. so, some people used those visas to enter Canada and crossed US border. I am Canadian and moved to US for work only because of this guy Trudeau who devalued Loonie in 10 years. Only Canadian lived better in Harper Era. You destroyed everything.
Criticizes Trudeau's immigration and economic policies, cites unverified border crossing statistics, and includes personal narrative of emigration.
@RajPatel-Conscience
Mar 4, 2025
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Approves of restrictive immigration policy as beneficial to Canadians and calls for other provinces to follow suit.
kea7119
Nov 24, 2025
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Wow.... That's.... Underwhelming.
We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Expresses disappointment with government's immigration response as inadequate given broader national issues.
mitchhurd6492
Jan 20, 2026
Ask them hard working Canadians how their government treating them.
Ask them hard working Canadians how their government treating them.
Implicitly critiques government treatment of Canadian citizens while framing it as a question to immigrants.
@heyjoe9228
Mar 4, 2025
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
Conservative commenter criticizing a provincial politician's policy flip-flopping on vaccination, expressing political dissatisfaction.
MrDausen
Feb 19, 2026
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
Attributes current problems to Canada's mass immigration policies and criticizes Liberal voting patterns, blending policy critique with political identity framing.
wqv5423ln
Dec 8, 2025
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out …
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out bye ?
Criticizes Trudeau's inconsistency and references US tariffs on Canada, combining policy critique with economic concerns.
@HJDtemp
Mar 4, 2025
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Criticizes Canadian government's response to US trade actions while comparing Canada's position to America's economic interests.
@beluga7270
Mar 5, 2025
This guy is great and makes total sense, unlike our dumb ass president.
This guy is great and makes total sense, unlike our dumb ass president.
Criticizes the president's competence while praising the video creator, framing it as a political judgment.
@davidburns6284
Mar 4, 2025
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identifies a systemic gap in student visa enforcement and questions why institutions don't track no-shows.
eviliswhereevilthinks9617
Nov 22, 2025
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem …
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem rather than create another problem.
Critiques the logical connection between tariffs and drug/immigration problems, questioning policy effectiveness.
@emceeemcee1728
Mar 4, 2025
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with …
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with a dumb script that all comes together at the end with some low grade cheep chest thumping bravado
Criticizes Trudeau's governance record while using satirical comparison to an action movie to mock the political situation.
@ZuluComeHome
Mar 5, 2025
The Carney lead liberals are already restricting immigration..the referendum on this is useless and a waste of money. All this while running a "move to Alberta" campaign. 😅
The Carney lead liberals are already restricting immigration..the referendum on this is useless and a waste of money. All this while running a "move to Alberta" campaign. 😅
Criticizes government immigration policy inconsistency and calls the referendum wasteful, with sarcastic tone.
@Ckcdn
Feb 20, 2026
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Migrant offering critique of protest logic while explaining alternative options available under current policy structure.
Ismail0z
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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