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
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
Trump is only looking after rich not after poor
Trump is only looking after rich not after poor
Direct criticism of Trump's policy priorities, arguing his approach favors the wealthy over the poor.
Policy Critique
0.85
@darkomihalic2727
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
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility for their mistakes. Now everything is messed up and it's going to take years to fix. Unfortunately these TFWP programs all need to stop - Canada is broken right now.
Acknowledges immigration's historical value but criticizes rapid implementation scale and government accountability for resulting problems.
pjx607
Nov 21, 2025
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
It's not their but our gov's fault for letting this no. grow to 3M what a mess
It's not their but our gov's fault for letting this no. grow to 3M what a mess
Criticizes government policy for allowing immigration numbers to reach 3 million, blaming state decision-making rather than immigrants themselves.
Policy Critique
0.85
jay1645
Jan 24, 2026
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
Criticizes immigration policy and calls for border closure, framed around taxpayer authority.
frankclivio5464
Nov 20, 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
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
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown …
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown our borders NOW!
Critiques corporate-driven immigration policy and executive incentives while calling for border shutdown, combining economic and policy concerns.
ms.m5896
Jan 20, 2026
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
Criticizes government policy (carbon tax) and implicitly urges action by addressing the PM directly.
@chuckbennett4526
Mar 4, 2025
What a crazy world when Americans ( the lighthouse for freedom and democracy) is holding hands with Russia and leaving the western world alone.
What a crazy world when Americans ( the lighthouse for freedom and democracy) is holding hands with Russia and leaving the western world alone.
Critique of US foreign policy shift toward Russia and away from Western alliances, questioning American values.
@andre13579
Mar 4, 2025
DonOld is a damn idiot, everyone will suffer except for millionaires & billionaires!
DonOld is a damn idiot, everyone will suffer except for millionaires & billionaires!
Criticism of Trump's policies with concern about unequal economic impact on different classes.
@WarJakEnterprises
Mar 4, 2025
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Proposes two specific policy solutions: faster asylum processing and limiting judicial lawmaking, framing these as necessary reforms.
davidimrie9548
Feb 26, 2026
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Criticizes Sean Fraser's performance in the immigration portfolio and his subsequent appointment as Attorney General.
Policy Critique
0.85
grandmufftwerkin9037
Feb 26, 2026
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Critiques the tendency to blame federal government while ignoring provincial and municipal responsibility for housing/services issues.
Policy Critique
0.85
jsb1993-g5c
Feb 26, 2026
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Critiques government policy on student visas and university oversight, citing security concerns and calling for accountability.
destroyer-je4vg
Jan 27, 2026
●Canada less than 1% fentanyl comes thru Canadian border. Canada doesn’t make any precursor drugs for fentanyl. Tariff 25%?\n\n●China -99.5% of precursor drugs needed to make fentanyl come from china. No regulations. Tariffs 10%??\n\nMost should …
●Canada less than 1% fentanyl comes thru Canadian border. Canada doesn’t make any precursor drugs for fentanyl. Tariff 25%?\n\n●China -99.5% of precursor drugs needed to make fentanyl come from china. No regulations. Tariffs 10%??\n\nMost should know that the fentanyl coming thru Canada is less than 1% If your wondering where the other 99% is coming from,know this- china allows the sale of the precursor drugs needed to make fentanyl, and it's unregulated. They suppy the mexican cartels these drugs to make and sell which comes across Mexican borders into the US. If china regulated the precursor drugs it could stop fentanyl manufacturing in its tracks. Again 10% tariffs vs 25% tariff. There was a time that china cooperated & worked with the US on this but have since stopped.\nSo whatever is going on with the trump administration, it's clear by the numbers this isn't about fentanyl with Canada. Especially since he didn't extend the same tariffs to the country that could actually stop the making of this horrible drug.
Critiques tariff policy logic by presenting specific statistics comparing fentanyl sources and arguing tariffs are misdirected.
@MA-fg5hz
Mar 4, 2025
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
Expresses criticism of Trudeau's policies and governance while asserting Canadian identity, with emotional disapproval of perceived harm to Canadians.
@stainz5714
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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