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
Its the government thats the problem, obviously 3rd worlders arent going to say no to coming here. The government of Canada and their cucking for open border policies on behest of their Davos overloads are …
Its the government thats the problem, obviously 3rd worlders arent going to say no to coming here. The government of Canada and their cucking for open border policies on behest of their Davos overloads are the real issue.
Criticizes Canadian government immigration policy and open borders as the root problem, with conspiratorial undertones about elite influence.
Canadian_Psycho
Feb 13, 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
When people think they are helping the down and out from other countries, don't believe it ,the poor can't afford to leave.
When people think they are helping the down and out from other countries, don't believe it ,the poor can't afford to leave.
Critiques immigration policy logic by questioning the premise that poor people from other countries benefit from immigration programs.
jimedge8301
Jan 27, 2026
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Critiques the framing of public division while highlighting economic exploitation of temporary residents.
Charanbee3269
Feb 12, 2026
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. …
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. This clown needs to be gone.
American criticizing Trump's policies as harmful to national security, economy, and alliances, with implicit call for his removal.
@commandlion8667
Mar 4, 2025
It started with Trudope. Need mass re-migration.
It started with Trudope. Need mass re-migration.
Blames a political leader for immigration policy and calls for mass deportation, combining policy criticism with action-oriented rhetoric.
gabrielconstantine7384
Feb 28, 2026
When will politicians stop this addictive attention behavior. Everyday wanting views and attention. We want peace ✌️ ☮️
When will politicians stop this addictive attention behavior. Everyday wanting views and attention. We want peace ✌️ ☮️
Critiques politician behavior and media-seeking conduct as problematic, calling for different political priorities.
Policy Critique
0.82
@theartofconcrete
Mar 4, 2025
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Commenter criticizes Canadian immigration policy as broken and incompetent, citing a personal anecdote about credential recognition barriers.
rona3393
Feb 17, 2026
If Canada does not investigate India properly, we will have these same criminals return under new passports and identities.
If Canada does not investigate India properly, we will have these same criminals return under new passports and identities.
Calls for investigation of India-related security issues and warns of potential criminal re-entry, combining policy critique with security concerns.
@mandykaursarai
Feb 21, 2026
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
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously …
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously affect Canadian lives. Canadians have lost their homes and their jobs because of mass immigration.
Blames specific politicians for immigration policy failures and calls for accountability regarding job/housing losses.
CraigAnSi
Feb 8, 2026
Diplomacy through the media is childish and irresponsible
Diplomacy through the media is childish and irresponsible
Critiques the diplomatic approach of conducting negotiations through media as irresponsible.
Policy Critique
0.82
@JohnSmith-dj8rp
Mar 4, 2025
Our government does not care about disabled, elderly, or anyone except his billionaire buddy's and giving the m tax breaks, this man spea9is a real president no name calling g, no threats, no bullying no …
Our government does not care about disabled, elderly, or anyone except his billionaire buddy's and giving the m tax breaks, this man spea9is a real president no name calling g, no threats, no bullying no blaming Biden, Obama
Criticizes government neglect of vulnerable populations and favoritism toward billionaires, contrasting with the speaker's positive qualities.
@Amy-gu5st
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
here's a nouvelle idea... if they were refused, deport them..period! deport on the same day! out of the courthouse, onto a plane!
here's a nouvelle idea... if they were refused, deport them..period! deport on the same day! out of the courthouse, onto a plane!
Proposes stricter deportation policy as alternative to current immigration procedures.
MajestikTwelve
Feb 25, 2026
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with …
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with those who were allowed in free and demanding their cultural needs be met! And guess who bent over backwards!! It's painful people looking down upon you as hateful aliens! Stand up to policy makers and ask why that policy! They are busy with their shananigans adding votes to stay at helm while we spit venom!
Questions immigration policy decisions and differential treatment, urging accountability from policymakers while expressing frustration with preferential treatment.
vyethkiran1723
Aug 28, 2025
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
Critiques immigration policy by arguing for numerical limits and mandatory assimilation requirements.
Policy Critique
0.82
Dres1ne
Jan 27, 2026
How about you pay your obligated amount In defense spending for your NATO agreement Justin? We pay over the obligated amount and we do not need you at all. You need us more than we …
How about you pay your obligated amount In defense spending for your NATO agreement Justin? We pay over the obligated amount and we do not need you at all. You need us more than we need you. And that's a real fact Madame Trudeau.
Commenter critiques Canada's NATO defense spending obligations while asserting American superiority and independence, blending policy complaint with national identity claims.
@ReverendAlfSharpton
Mar 4, 2025
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie.
So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law.
If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit.
The first guy speaking truth, even knows it's too much and out of control.
And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set.
And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Criticizes government immigration policy and enforcement while making claims about immigrant behavior and cultural assimilation failures.
lostgypsy5068
Jan 28, 2026
Liberals destroyed the whole system in this country! From sending money to corrupt Ulraine regime, paying free hotels and giving money to bogus claims! Next level corruption and wasting of taxpayers money 💰
Liberals destroyed the whole system in this country! From sending money to corrupt Ulraine regime, paying free hotels and giving money to bogus claims! Next level corruption and wasting of taxpayers money 💰
Criticizes government spending and policy decisions on immigration, foreign aid, and housing, framing them as wasteful and corrupt.
JohnMaynard-r6n
Feb 24, 2026
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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)