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
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
Uses personal residence in Canada as authority to claim Trudeau has harmed the country.
@carter316
Mar 4, 2025
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Criticizes government policy of continuing mass immigration while artificially supporting housing market to prevent economic correction.
mrbilly9917
Jun 18, 2025
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, the schools are complicit, filling those seats as empty and making more money by selling one spot to two students. These are the same schools that appear on your TV screens saying, "cutting down the number of international students means they would be out of work and have to end some of their programs."
Critiques schools' complicity in fraud and IRCC's oversight failures, citing a specific statistic about non-attending students.
876Abb
Sep 29, 2025
America first is isolationism. When you keep putting yourself first, you end up alone.
America first is isolationism. When you keep putting yourself first, you end up alone.
Critiques 'America first' isolationism policy as counterproductive, framed with moral reasoning about consequences.
@waynegouin939
Mar 4, 2025
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
Commenter criticizes Trudeau's leadership competence and priorities, arguing he should focus on domestic issues before international disputes.
@eddyrivera7287
Mar 4, 2025
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once …
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once again dirty filthy politicians are not looking out for it's citizens. Why are people in power so hell bent on ruining the world?
Criticizes government leaders for deliberately dismantling relationships and failing citizens, blending policy critique with moral concern.
@grantclarkson9184
Mar 4, 2025
Trudeua made drugs more accessible to all Canadians!! He’s a liar !!! We want to vote you out now trudeua, let’s go to the polls and find out
Trudeua made drugs more accessible to all Canadians!! He’s a liar !!! We want to vote you out now trudeua, let’s go to the polls and find out
Criticizes Trudeau's drug policy and calls for voting him out, combining policy analysis with electoral action.
@s.k.8980
Mar 4, 2025
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse …
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel.
the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse every loophole there is. IS bewildering to me.
Short of a serious policy to remedy the situation. We'll see severe consequences across the Nation.
Criticizes government regulatory failure and lack of policy enforcement in trucking industry; frames immigrant-run companies as exploiting loopholes.
yassinetaoussi6076
Sep 20, 2025
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as …
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as uber drivers and/or food delivery or some minimum wage job. I have a lot of 1st gen indo-canadian friends and even they admit that this uncontrolled immigration is hurting their image
Critiques immigration quantity and quality, citing economic outcomes (low-wage jobs) and reputational harm to immigrant communities.
TheMoeP
Sep 23, 2025
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or …
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or ally. When you misrepresent the Truth that tells us alot about you!
Commenter criticizes Trudeau's diplomatic choices and accuses him of misrepresenting truth, questioning his alliance credibility.
@brendahastings3985
Mar 4, 2025
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from …
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from evil. In other words SHUT UP!
Criticizes Canadian border policy on fentanyl and domestic treatment of citizens, with confrontational tone and moral judgment.
@LightwingsTWENTY2
Mar 4, 2025
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop …
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop buying anything from them. They are about a useless country. LMAO
Criticizes Trudeau's resignation as leadership failure while comparing Canada unfavorably to the US in terms of economic value and utility.
@DCW1-m9u
Mar 4, 2025
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov …
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov has to do is issued them two piece of visa a student and working visa. This government is not doing anything for domestic working class growth. The only growth I see is taxes and cost of living. The system is fucked, all politicians retired with plenty of money but regular citizen all have no saving.
Criticizes government immigration policy as profit-driven while neglecting domestic working-class needs, linking immigration to economic inequality.
bpwk8800
Aug 28, 2025
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
Criticizes government policy for offering inadequate support (MAID) to citizens, framed as moral failure.
sherry-g4n
Aug 27, 2025
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset still believes this bunkum. And the Liberals are still running our immigration system.
Critiques government ideology and immigration policy, arguing that economic growth assumptions underlying immigration are flawed.
chrisrutledge9330
Jun 20, 2025
Wait, Trudeau is still around? Btw, Not a trade war (which Canada would get destroyed in), but more of a border war. Simply police our mutual border better and make our trade fair— that easy!
Wait, Trudeau is still around? Btw, Not a trade war (which Canada would get destroyed in), but more of a border war. Simply police our mutual border better and make our trade fair— that easy!
Critiques trade and border policy while comparing Canada's position relative to the US, suggesting practical policy alternatives.
@johnhough9593
Mar 4, 2025
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber …
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber jetzt macht dieser vollidiot deals für ganz amerika oder sogar für die ganze welt...... woe kann ein so dummer mensch für die welt entscheiden? Der dümster president ever..... welcher vollidiot hat sowas gewählt? Ihr seid verloren, denn jetzt könnt ihr diese idiotie nicht mehr stoppen....
German-language critique of Trump's decision-making competence and deals, expressing alarm about global consequences of his leadership.
@socico75
Mar 4, 2025
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Harshly criticizes Trudeau's governance record and legacy as Canada's worst prime minister.
@claytonbrawn5401
Mar 4, 2025
Hey justin Castro, unify the people? Like the TRUCKERS and their Funds they needed, that you seized, to peacefully protest!
Hey justin Castro, unify the people? Like the TRUCKERS and their Funds they needed, that you seized, to peacefully protest!
Criticizes government policy regarding the trucker protests and fund seizure, referencing a specific historical event.
@mikevalenzuela2489
Mar 5, 2025
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has …
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has gotten!!!! Stop voting liberal just f&&^%% ing stop!!
Attributes current problems to Liberal governance and contrasts with past conditions, with embedded call to stop voting Liberal.
audreyweber1336
Sep 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
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Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
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Solidarity
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Fear / Threat
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Meta-Commentary
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Unverified Claim
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Classified by Claude Haiku (Anthropic)
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