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
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
Proposes restrictive policy changes regarding refugee healthcare access and appeals processes, critiquing current immigration support mechanisms.
Policy Critique
0.85
jenevievephillips
Feb 24, 2026
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope you investigate more in Canada !
Criticizes government-funded mainstream media as propaganda while calling for more independent investigation into Canadian immigration.
Mk1tt225
Jan 27, 2026
Don’t blame the Indians, blame your own government!
Don’t blame the Indians, blame your own government!
Deflects blame from a specific ethnic group to government responsibility, critiquing policy while defending against stereotyping.
Self-funded50Cents
Jan 27, 2026
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Criticizes Trump's foreign policy approach as isolationist and damaging to international alliances.
@johannesdenecke2422
Mar 4, 2025
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Criticizes government policy on driver's license exchange as inadequate oversight, with hyperbolic language expressing systemic concern.
Isaard
Jan 28, 2026
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It …
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It is simply incredible.
Criticism of Trump's tariff policy and its damage to international relationships, framed from a UK perspective comparing US behavior to allies.
@artemisjuno
Mar 4, 2025
Trudeau is a dumbass
Trudeau is a dumbass
Brief dismissive critique of Canadian Prime Minister Trudeau's leadership without specific policy details.
Policy Critique
0.85
@eriksam1132
Mar 4, 2025
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the …
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the greed and stupidity of this irresponsible government? Which politician is benefiting from the fentanyl deal? When Canadian politicians are in bed long enough with the CCP, they will work for this communist regime and not for the Canadian people. Trump is certainly looking out for the American people, who is Trudeau looking out for?
Criticizes government policy on CCP cooperation and fentanyl, makes unverified claims about politician corruption, and implicitly calls for accountability.
@LamNghi
Mar 4, 2025
This is such an own goal. It accomplishes nothing, nothing at all. It undoes 80 years of policy for absolutely no reason.
This is such an own goal. It accomplishes nothing, nothing at all. It undoes 80 years of policy for absolutely no reason.
Directly criticizes a policy decision as counterproductive and wasteful of decades of established policy.
Policy Critique
0.85
@Detson404
Mar 4, 2025
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke …
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke liberal .
Establishes Canadian identity and critiques Trudeau's economic management and ideological approach over his tenure.
@yvonrixnbk
Mar 4, 2025
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Critiques selective policy reporting by pointing out omitted tariff information and applies comparative logic between nations.
@jffrymrtnz1958
Mar 4, 2025
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Proposes a specific policy change regarding where refugee claims should be processed, critiquing current asylum procedures.
Policy Critique
0.85
Ben-bq5dn
Feb 26, 2026
Trudeau is a moron. As a Canadian, he is an embarrassment
Trudeau is a moron. As a Canadian, he is an embarrassment
Canadian commenter criticizes Prime Minister as an embarrassment, combining personal identity claim with political critique.
@jasoncruz2703
Mar 4, 2025
what all of a sudden Trudeau is on your side -- you stupid Canadians wake the fuck up, All Canada has to do is lower its tariffs to the USA and bam its reciprocal. Trudeau …
what all of a sudden Trudeau is on your side -- you stupid Canadians wake the fuck up, All Canada has to do is lower its tariffs to the USA and bam its reciprocal. Trudeau is playing the redical left card sounding off all the talking points of the left media for the past 4 years or more. Hes still the same fucking liar as he always been -- none of those things are true but if you believe them then judgment is coming for you and you will not Escape.
Critiques Trudeau's policies and approach to tariffs while attacking his credibility and framing him as dishonest, primarily focused on policy disagreement.
@pwar1686
Mar 4, 2025
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
Critiques Trudeau's leadership as ineffective (eloquent words without material results) while sharing personal economic struggle.
@cpw2k217
Mar 4, 2025
I like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes …
I like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes you weaker
Acknowledges some approval of Trump while specifically critiquing tariff policy as harmful and divisive.
@shawnglowka9627
Mar 4, 2025
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Primarily criticizes government failure to secure borders and enforce policy, with secondary fear-based framing about consequences (tariffs, US relations).
eightnineseven
Jan 28, 2026
Everyone seems to have forgotten the hideously bad job this man has done. \n\nChampagne socialist
Everyone seems to have forgotten the hideously bad job this man has done. \n\nChampagne socialist
Criticizes Trudeau's overall governance record and characterizes him as a 'champagne socialist' with poor policy outcomes.
Policy Critique
0.85
@David81515
Mar 4, 2025
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County …
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County \nCANADA FIRST ?? ? ?? ? ?? \nCANADA ALWAYS ?? ? ?? ? ??
Criticizes government spending priorities (Ukraine aid vs. domestic issues) and argues for prioritizing Canada's economic and social problems over foreign aid.
@GraceBalkowski
Mar 4, 2025
Please note this; he speaks well, true enough. An intelligent and wise leader not so much.
Please note this; he speaks well, true enough. An intelligent and wise leader not so much.
Acknowledges Trudeau's rhetorical skill while questioning his leadership competence and decision-making, a substantive policy critique.
Policy Critique
0.85
@artsmart
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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