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
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Critiques immigration policy by framing assimilation as the core issue rather than national origin, with implicit identity concerns.
Triedbylauren
Jan 28, 2026
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then …
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then whites are the actual invaders to this country , they are the ones who kill natives and grab their lands
Critiques government policy on immigration entry while invoking historical injustice against Indigenous peoples and challenging the framing of who are 'invaders.'
tanweerahmed6861
Feb 7, 2026
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
Who will be paying tariffs? Trudeau? No. It’s us Canadian. For years this govt did nothing much to attract new business or grow economy.
Who will be paying tariffs? Trudeau? No. It’s us Canadian. For years this govt did nothing much to attract new business or grow economy.
Criticizes Canadian government's economic policy and business attraction efforts while noting tariff burden on citizens.
@kunjpatel3290
Mar 4, 2025
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
Blames the liberal government for immigration policy failures and implicitly calls for political accountability and change.
shambles416
Sep 28, 2025
Brilliant speak from the Canadian Prime Minister Trudeau, absolutely brilliant. tRUMP will respond in his usual fashion...child like speaking ignorant and full of lies and praise for himself just watch. Is this what republicans voted …
Brilliant speak from the Canadian Prime Minister Trudeau, absolutely brilliant. tRUMP will respond in his usual fashion...child like speaking ignorant and full of lies and praise for himself just watch. Is this what republicans voted for, trade wars with what were once strong allies, stripping Federal Departments that ensured well being for needed services. tRUMP and his administration this is a nightmare for not just the United States but the world.
Criticizes Trump's trade war policies and dismantling of federal departments while praising Trudeau's response, framed as policy analysis.
@harryberry474
Mar 4, 2025
Now they’re not gonna care about fentanyl coming into America and are just gonna leave it up to Mr. Trump to deal with it. They spent billions of dollars and our president isn’t even acknowledging …
Now they’re not gonna care about fentanyl coming into America and are just gonna leave it up to Mr. Trump to deal with it. They spent billions of dollars and our president isn’t even acknowledging that fact, but instead sensationalizing things for his own benefit. Thanks for increasing the flow of fentanyl President Trump!
Criticism of Trump's handling of fentanyl policy and accusation that he is prioritizing self-promotion over addressing drug trafficking.
@debralewis4157
Mar 4, 2025
Canada needs to deport all immigrants of the last 12 years
Canada needs to deport all immigrants of the last 12 years
Demands mass deportation of recent immigrants, critiquing current immigration policy as fundamentally flawed.
othatguy9377
Jan 29, 2026
Its unacceptable to issue 350.000 visa on single country that we don't even have border with immigration should be totaled freezed except humanitarian issues next 10 years. We already have enough immigrants.
Its unacceptable to issue 350.000 visa on single country that we don't even have border with immigration should be totaled freezed except humanitarian issues next 10 years. We already have enough immigrants.
Directly critiques visa issuance policy and calls for immigration freeze, with demographic anxiety underlying the argument.
adamnordinrogers
Sep 29, 2025
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and …
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and paid more for the military help.. Too little too late but he's finally protecting Canada! No Putin no takeover, not Trump!
Criticizes Trudeau's past policy decisions (border closure, military spending) while acknowledging current protective measures, framed as overdue action.
@lindamcarthur1407
Mar 4, 2025
It’s Simple, Liberals care more for immigrants than it’s TRUE Canadians! Conservatives, care more for TRUE Canadians. One Canadian life is far more valuable than 100 immigrants. Liberals will give FREE money to immigrants for …
It’s Simple, Liberals care more for immigrants than it’s TRUE Canadians! Conservatives, care more for TRUE Canadians. One Canadian life is far more valuable than 100 immigrants. Liberals will give FREE money to immigrants for housing, food, and other necessities, but we have single CANADIAN mothers that are barely surviving. Liberals, you’re an absolute joke. I have zero respect for liberals. I only surround myself with intelligent thinkers. USA, Poland, & Hungary are the only countries I respect.
Criticizes government policy priorities, claiming differential treatment of immigrants versus Canadian citizens, with comparative references to USA, Poland, and Hungary.
WakeUpPeople777-y9r
Jan 29, 2026
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
Trump will run this country in the ground. Just like his failed casino, his university's, his failed buisness. This is all Trumps fault, stop candy coating it cnn rusian propaganda. Trump just plainly sucks when …
Trump will run this country in the ground. Just like his failed casino, his university's, his failed buisness. This is all Trumps fault, stop candy coating it cnn rusian propaganda. Trump just plainly sucks when it comes to buisness. He was never successful, he is a grifter, a trust fund baby. He lied to you, and you fell for the scam. So deal with it. Kick him and putin vance out.
Criticizes Trump's business record and governance while calling for his removal from office.
@irineovelasquez1964
Mar 4, 2025
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per …
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per entage of people who came from a specific country did the fraud. That's will be the best measure.
Critiques the methodology of fraud reporting and suggests a better statistical approach for measuring fraud rates by country.
ManishKumar-ct4sn
Sep 30, 2025
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she …
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she remains the Immigration Minister because Carney wants the file to be mismanaged, or he would replace her.
Combines personal experience as a constituent with criticism of the Immigration Minister's performance and the government's management of the immigration file.
pobishop235
Feb 27, 2026
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
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
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
Advocates for reduced immigration while citing crime rate increases as justification, combining policy position with security concerns.
MRProbablyCapybara
Feb 18, 2026
Trump's State of the Union address where he said that the primary role of government is to take care of their citizens. This basic role of government needs to be stated/retiterated in the HoC. It …
Trump's State of the Union address where he said that the primary role of government is to take care of their citizens. This basic role of government needs to be stated/retiterated in the HoC. It has become the opposite here. Canadian citizens are being taken for granted by the liberals. Their priority are non citizens.
Compares Canadian government priorities unfavorably to Trump's stated principles, arguing the government neglects citizens for non-citizens.
JohnSmith-ro6vw
Mar 1, 2026
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Argues for immigration caps and controlled rates to preserve culture and force assimilation, framing rapid immigration as a policy failure driven by profit motives.
zestplays
Oct 3, 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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