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
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
Criticism of Trump's economic management and business acumen as explanation for current situation.
Policy Critique
0.85
@lwells3937
Mar 4, 2025
I am sorry for our new administration. Personally I think they are destroying our country.
I am sorry for our new administration. Personally I think they are destroying our country.
Personal apology combined with criticism of the administration's governance and impact on the country.
@laurie686
Mar 4, 2025
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Blames current leadership for vulnerability and calls for resignation while criticizing their record.
@edl8886
Mar 4, 2025
The government has turned Canadians against immigrants. People should look to see who is to blame and it's not the immigrants. When Canadians work all their lives and the government is taking from Canadians and …
The government has turned Canadians against immigrants. People should look to see who is to blame and it's not the immigrants. When Canadians work all their lives and the government is taking from Canadians and giving it to people who haven't contributed a dime to the system.
Critiques government policy for creating division and redistributing resources to immigrants, framing it as unfair to citizens who contributed.
CindyMacKay-r8z
Aug 26, 2025
The government does everything in their power to make sure that you pay retail for everything if you can get something cheaper, they’re gonna tax it and make it expensive
The government does everything in their power to make sure that you pay retail for everything if you can get something cheaper, they’re gonna tax it and make it expensive
Critiques government economic policy and taxation practices as deliberately making goods expensive for citizens.
Policy Critique
0.85
Lakeboii70
Aug 26, 2025
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Criticizes a political leader's governance and credibility while implying national damage, combining policy critique with identity-based concern for Canada.
@derek89273
Mar 4, 2025
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Critiques tariff policy as illogical and calls for reciprocal trade action.
Policy Critique
0.85
@wb6162
Mar 4, 2025
Homeless is going double within the next five years they’re not building enough housing for the poor, the elderly or the disabled
Homeless is going double within the next five years they’re not building enough housing for the poor, the elderly or the disabled
Critiques government housing policy inadequacy for vulnerable populations, combining policy failure analysis with economic impact concerns.
Lakeboii70
Aug 25, 2025
Trump need to prove his claims to be allowed to claim emergency powers.
Trump need to prove his claims to be allowed to claim emergency powers.
Demands evidence and accountability for emergency power claims, critiquing the basis for policy decisions.
Policy Critique
0.85
@Thatsmessedupman
Mar 4, 2025
Remember when republicans hated commies? And now they’re getting on the Putin train, all because Trump said so
Remember when republicans hated commies? And now they’re getting on the Putin train, all because Trump said so
Criticizes Republican political hypocrisy regarding communism and alleged alignment with Putin due to Trump influence.
@samkochevar983
Mar 4, 2025
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and …
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and half truths. US has benefitted economically and in terms of influence from being the big cheese. The order issue just another justification after the fact. . .facts do not support. T is the poor victim. Maga are victims???? Just opportinistic and grifter politics. Sickening.
Detailed analysis and criticism of Trump's political tactics, tariff justifications, and perceived dishonesty.
Policy Critique
0.85
@lynnpurvis3173
Mar 4, 2025
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Criticizes Trudeau's policies as responsible for Quebec's problems, attributing blame to federal government decisions.
Policy Critique
0.85
denlec6455
Nov 21, 2025
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Self-identified Canadian expresses criticism of Trudeau's leadership and governance.
@imnotoopinionated
Mar 4, 2025
As a Canadian, Trudeau is the reason we are in this mess.
As a Canadian, Trudeau is the reason we are in this mess.
Canadian commenter blames Trudeau and government policy for Canada's immigration problems.
@susannerobitaille9133
Mar 4, 2025
Doesn't deportation fix this tax dollars being wasted here is see . No more .
Doesn't deportation fix this tax dollars being wasted here is see . No more .
Questions deportation policy and raises concern about tax dollars being wasted, combining policy critique with economic argument.
bridgethardwick2885
Oct 8, 2025
Still 45k too much…
Still 45k too much…
Expresses opposition to immigration numbers, suggesting even the stated figure is too high, critiquing immigration policy volume.
Policy Critique
0.85
Pkle_Rick
Dec 6, 2025
Canada tossed him out and doubled tariffs as a retaliation to screw the entire NA market, now CNN is framing this aggression as a good thing, just fix the border here and stop the chinese …
Canada tossed him out and doubled tariffs as a retaliation to screw the entire NA market, now CNN is framing this aggression as a good thing, just fix the border here and stop the chinese fent bomb, damn bro beating around the bush, even the NDP government hates Trudeau,
Criticizes government tariff and border policy decisions while expressing concern about drug trafficking threats.
@JustADumbGoy94
Mar 4, 2025
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their …
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their cases and their unfair treatment with their files, and it is a big dilemma. I hope that the government of Canada forms a fair community and ask them to audit the immigration ministry, and they will find huge corruption.
Criticizes immigration ministry procedures and treatment of immigrants, calling for government audit and reform due to alleged corruption and unfair practices.
makradi
Nov 25, 2025
We broke our immigration system by creating one.
We broke our immigration system by creating one.
Concise critique that the immigration system itself is fundamentally broken or flawed.
Policy Critique
0.85
anthonymorris5084
Jun 29, 2025
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders …
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders are a joke the drug problems in this country is out of control and this is all because of you and your liberal commie buddies shitty ass policies and terrible ideas.
Directly attacks government policies on immigration, housing, and borders while expressing alarm about national decline and drug problems.
@adamburnelle
Mar 4, 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)