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
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Expresses opposition to Trump's policies while claiming they endanger American lives, combining policy criticism with threat perception.
@cindyfeis6396
Mar 4, 2025
All because governments don't force immigrants to learn the language and become an Canadian citizen. Now you have a country in a country
All because governments don't force immigrants to learn the language and become an Canadian citizen. Now you have a country in a country
Criticizes government policy regarding language requirements and citizenship integration, arguing for stricter assimilation mandates.
Policy Critique
0.82
nomercy5422
Jan 29, 2026
Trudeau, what you did for canada? You shameless cartoon.
Trudeau, what you did for canada? You shameless cartoon.
Directly attacks Trudeau's record and accomplishments as Prime Minister, questioning his contributions to Canada.
@ziarehman4127
Mar 4, 2025
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Criticizes Trudeau's policies and governance while warning of consequences, with implicit call to resistance.
@rhyansimmons2691
Mar 4, 2025
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
Critiques the framing of tariffs as a collective US action, attributing responsibility to Trump specifically rather than the nation.
@auntysandy3032
Mar 4, 2025
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
Critiques visa regulations and eligibility criteria while invoking notions of who 'deserves' visas, blending policy analysis with moral judgment.
paigenotfound1
Jan 27, 2026
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
Criticizes Liberal government policies as destructive to Canada while invoking religious identity and moral framing.
lorddeath1023
Aug 25, 2025
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the …
First step this IRCC goons must fired ... why they collecting pay cheques for what ? they don't f*king doing their job why they don't have any answer ... only words.... i don't have the number...
Attacks IRCC performance and accountability, demanding personnel changes and better job execution.
TVTV-gq8oj
Sep 29, 2025
Not a fan of what Trudeau has done to my country over his time in office but credit where credit is due; that speech was articulate, factual and tactful. Well said Mr. Trudeau.
Not a fan of what Trudeau has done to my country over his time in office but credit where credit is due; that speech was articulate, factual and tactful. Well said Mr. Trudeau.
Expresses disapproval of Trudeau's overall record while offering qualified praise for a specific speech, balancing criticism with acknowledgment.
@Fang_Of_Metsudo
Mar 4, 2025
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
Criticizes the timing and motivation of policy action while comparing to previous administration's approach.
@2real2conceal
Mar 4, 2025
Clearly not integrating. It's time for people to go home, if they are not integrating.
Clearly not integrating. It's time for people to go home, if they are not integrating.
Critiques immigrants for not integrating and implicitly calls for deportation, framing integration as a policy requirement.
alisoncarolblackburn2965
Jan 27, 2026
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door.
Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Detailed critique of immigration and military recruitment policies with concerns about fraud, disloyalty, and capital flight.
chelsey1ize
Feb 27, 2026
Idiot destroyed Canada, who can trust this man?
Idiot destroyed Canada, who can trust this man?
Direct criticism of Trudeau's leadership and trustworthiness without specific policy details.
Policy Critique
0.82
@irenalbert9079
Mar 4, 2025
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
Blames Prime Minister Trudeau for immigration policy and calls for extreme action (annexation, deportation), combining criticism with mobilization.
gunit6815
Feb 4, 2026
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in India. I'll do the studying you pay the fees, let's get married on paper to gain entry.... Its an open secret. Canada is officially fooked.... 😂
Criticizes Canadian immigration policy and government while making unsubstantiated claims about fraud rates among immigrants.
b8bb8r
Feb 26, 2026
I voted for Trump and a lot of his policies and actions I agree with, THIS one I do not, Canada did not let in NEARLY as many illegal immigrants as Mexico so it makes …
I voted for Trump and a lot of his policies and actions I agree with, THIS one I do not, Canada did not let in NEARLY as many illegal immigrants as Mexico so it makes no sense why he is punishing them, and he isn't, he just doesn't like Trudeau probably because he was friends or friendly with Biden, same with Zelensky AND Canada wanted to ban products from red states for electing him which is frankly just a stupid policy. \nThis is not hard to figure out, Trump doesn't like Trudeau and Ford, plain and simple......it really is THAT shallow, he is trolling Trudeau by calling them the 51st state and anyone know knows Trump and how he thinks knows that.
Analyzes Trump's trade policy toward Canada, comparing immigration levels to Mexico and critiquing the policy rationale while attributing motives to Trump's personal preferences.
@kittiepride7772
Mar 4, 2025
well said trudeau but intelligence, thought,diplomacy arnt on the menu in WH
well said trudeau but intelligence, thought,diplomacy arnt on the menu in WH
Criticizes the absence of intelligence and diplomacy in White House policy while praising Trudeau's approach.
@jonpeters9148
Mar 4, 2025
Bunch of typical Morans running government!!!
Bunch of typical Morans running government!!!
Expresses frustration with government competence and decision-making regarding immigration policy.
Policy Critique
0.82
JJ-ek2ec
Sep 30, 2025
The Canadian Liberals flood our country with approximately 1/2 million people every year. This 'deportation' numbers are pitifully small.
The Canadian Liberals flood our country with approximately 1/2 million people every year. This 'deportation' numbers are pitifully small.
Criticizes government immigration policy while making an unverified claim about annual immigration numbers without evidence.
angryoldcanadian3905
Dec 27, 2025
Canada is having the exact same immigration crisis as the U.S. in which its immigration policies only benefit greedy corporations seeking cheap immigrant labor. It’s why I support Trump’s tough deportation and immigration policies. Europe …
Canada is having the exact same immigration crisis as the U.S. in which its immigration policies only benefit greedy corporations seeking cheap immigrant labor. It’s why I support Trump’s tough deportation and immigration policies. Europe is having the same problem with immigration.
Critiques immigration policy as serving corporate interests over workers, comparing Canada's situation to U.S. and Europe.
andrebeauchamp6897
Aug 30, 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)