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
And there it is! "Constitutional Reforms". People think (whether in Alberta or Quebec) that they hold a referendum, it passes, and everyone goes bye bye. Folks are in for a rude awakening
And there it is! "Constitutional Reforms". People think (whether in Alberta or Quebec) that they hold a referendum, it passes, and everyone goes bye bye. Folks are in for a rude awakening
Critiques the constitutional referendum process and warns of unrealistic public expectations about political mechanisms.
Policy Critique
0.80
@70marco80
Feb 20, 2026
I’m so ashamed of this idiots in government ruining our country.
I’m so ashamed of this idiots in government ruining our country.
Expresses shame and criticism of government officials and their policies affecting the country.
Policy Critique
0.80
@OYUKISUE
Mar 4, 2025
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Blames a political leader for economic decline and accuses them of spreading misinformation without providing specific evidence.
@EdEd-r7w
Mar 4, 2025
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Criticizes Trump's tariff policy as harmful while making a moral judgment about his character.
@JeffLynnesELO2025Tour
Mar 4, 2025
And stil Canadians are stupid enough to keep the liberals in power.
And stil Canadians are stupid enough to keep the liberals in power.
Criticizes Canadian voters for supporting the Liberal government, framing them as foolish for their political choices.
raff5604
Feb 19, 2026
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
Harsh criticism of Trudeau's leadership and domestic record, with an implicit call for his resignation.
@GuyFawkx
Mar 5, 2025
Trudeau destroyed this beautiful country !
Trudeau destroyed this beautiful country !
Blames a political leader for national decline, combining policy criticism with nationalist sentiment about the country.
michelgrenier1878
Dec 5, 2025
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Critiques Canada's military weakness and 'liberal ideology' while expressing security concerns about North American stability.
@kevinbrower1989
Mar 4, 2025
Trump dont understand because he is an arrogant man
Trump dont understand because he is an arrogant man
Critiques Trump's understanding and decision-making capacity, framed as a character/personality flaw affecting leadership.
@sertunsuzable
Mar 4, 2025
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Criticizes Trudeau's handling of international relations and domestic policy during transition period.
@SWTAN-JEFFREY
Mar 4, 2025
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
Expresses support for multiple parties while criticizing tariff policy specifically, balancing solidarity with policy disagreement.
@Fefilodimus
Mar 4, 2025
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, …
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, sea and ice.
Asserts Canada's Arctic sovereignty claims and legal position regarding the Northwest Passage.
@markw3370
Mar 4, 2025
As Canadian, I agree to retaliate the tariffs. Why, because The American leader cannot be trusted and even if we do what they expect they want more and more, same as PUTIN.
As Canadian, I agree to retaliate the tariffs. Why, because The American leader cannot be trusted and even if we do what they expect they want more and more, same as PUTIN.
Canadian commenter supports retaliatory tariffs while critiquing American leadership trustworthiness, comparing Trump to Putin.
@jesuspillajo4208
Mar 4, 2025
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Criticizes Trudeau's governance and economic management while implicitly calling for consumer/voter action against Canada.
@Tblillard
Mar 4, 2025
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
Blistering? ???? He can’t even look or sound menacing.
Blistering? ???? He can’t even look or sound menacing.
Dismisses the characterization of the Prime Minister's response as ineffectual, critiquing his demeanor and approach.
Policy Critique
0.80
@arnaldocerra7218
Mar 4, 2025
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Demands investigation of India and the embassy, criticizes government transparency, and argues the government is failing its duty by withholding information.
@mandykaursarai
Feb 21, 2026
In one question Daniel Smith wants foreign workers who are the poorest payed people, where the conservatives are in great demand for foreign workers, to pay for their own health care. It is a pettiness …
In one question Daniel Smith wants foreign workers who are the poorest payed people, where the conservatives are in great demand for foreign workers, to pay for their own health care. It is a pettiness too petty, that disqualifies Ms. Smith from dealing with the public. Definitely remove that question from your to-kill list, babe. It will get you in trouble, babe.
You have to pay me to leave you, babe. Apparently Conservatives wish to create a caste where it's the poorest who pay and are despised. Don't be hypocrites. Don't become a danger or cause danger through your words and actions. You have crossed that line, Daniel Smith -- You put a spotlight on minorities and they get attacked more often by emboldened bigots. Resign. You are a danger to your target and anybody else around them. Do not go after the poor my dear Hubris for Nemesis will invite herself to come dine with you if you do.
Critiques a politician's policy position on foreign workers' healthcare while making moral arguments about hypocrisy and calling for resignation.
@michaeldarling1759
Feb 21, 2026
Trudeau boy I feel Pitty for you!! go home and cry there
Trudeau boy I feel Pitty for you!! go home and cry there
Mocking criticism of Trudeau's leadership and emotional state, dismissing his authority.
Policy Critique
0.80
@h2hdecor876
Mar 4, 2025
Well you’re a day late and a dollar short. Americans are tired of taking care of others countries and paying out trillions of dollars and getting nothing back no respect no thanks nothing !!! So …
Well you’re a day late and a dollar short. Americans are tired of taking care of others countries and paying out trillions of dollars and getting nothing back no respect no thanks nothing !!! So yes we are tired of it.
Critiques U.S. foreign aid policy and expresses frustration with international spending, combining economic and policy concerns.
@bobbyalley5192
Mar 4, 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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Discourse Quality (Perspective API)