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
Les immigrants ne devraient pas être subventionnés. Ils devraient bénéficier des mêmes opportunités. Ensuite, nous verrons qui est le plus compétent et ce qui est le mieux pour la société et l'économie.
Les immigrants ne devraient pas être subventionnés. Ils devraient bénéficier des mêmes opportunités. Ensuite, nous verrons qui est le plus compétent et ce qui est le mieux pour la société et l'économie.
Critiques subsidies for immigrants and argues for equal opportunity, framing immigration policy through economic and fairness concerns.
dmitrykarpenko2271
Feb 14, 2026
These politicians will do anything for votes they don’t care one bit about the country all they worry about is lining their pockets with tax dollars and power
These politicians will do anything for votes they don’t care one bit about the country all they worry about is lining their pockets with tax dollars and power
Criticizes politicians for prioritizing self-interest and power over national welfare in immigration policy decisions.
kenbjorklund7133
Feb 27, 2026
Recruiting foreign military is a bad idea....war i would assume is a very demanding and depressing time which means troops has to be highly motivated, loyal and patriotic. I fail to see a foreign "mercenary" …
Recruiting foreign military is a bad idea....war i would assume is a very demanding and depressing time which means troops has to be highly motivated, loyal and patriotic. I fail to see a foreign "mercenary" having these traits to defend the honour of Canada.
Argues against recruiting foreign military personnel based on concerns about loyalty and patriotism in defense contexts.
official.jaggernaut
Feb 27, 2026
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
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
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Critiques Trump's tariff and DOGE policies as harmful, with implicit moral argument about damage to American people.
@Larry-z2r1h
Mar 4, 2025
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a …
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a dam about the working class..
Critiques Trump's border policy as a distraction tactic while analyzing underlying economic motivations (tariffs, tax cuts for the wealthy).
@rogerdix6142
Mar 4, 2025
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
Critiques government spending and suggests the leader is using distraction tactics rather than addressing real issues.
Policy Critique
0.82
@RTCIvory
Mar 4, 2025
You are shooting yourselves in the foot America.
You are shooting yourselves in the foot America.
Brief criticism of American policy decisions framed as self-damaging, without elaborating specific grievances.
Policy Critique
0.82
@studdstuff7645
Mar 4, 2025
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"?
The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Critiques government policy for enabling immigration while framing it as cultural replacement, blending policy analysis with identity concerns.
naturalformation
Jan 28, 2026
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to leave the country. In this digital age, comments by the various government agencies (IRCC, CBSA etc.) not being able to track the illegals is a lame excuse.
Critiques government agencies' inability to track and enforce removal of temporary visa holders, focusing on bureaucratic failure.
Policy Critique
0.82
tyronecaldera1013
Feb 27, 2026
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. …
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. I hope your government shows more concern for your welfare as our president does for ours!???
Criticizes Canadian border policy as inadequate and justifies US tariffs as response, while expressing security concerns about border control.
@valerieroberts8241
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
Another utterly racist hit piece. All cultures change over time, deal with it
Another utterly racist hit piece. All cultures change over time, deal with it
Criticizes the video as biased reporting while asserting that cultural change is inevitable and should be accepted.
Policy Critique
0.82
nutronhammernutronhammer
Sep 19, 2025
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
Criticism of Trump's legitimacy and fitness for office, attacking his credibility as a leader.
Policy Critique
0.82
@_liam98
Mar 4, 2025
Somebody needs to write a book on how many ways the Trudeau Liberals screwed us with their ill thought out immigration policies. From Trudeau publicly laughing and inviting illegal, economic immigrants, from around the world, …
Somebody needs to write a book on how many ways the Trudeau Liberals screwed us with their ill thought out immigration policies. From Trudeau publicly laughing and inviting illegal, economic immigrants, from around the world, to exploit Roxon road, to his brainless protege Sean Fraser screwing up the immigration file as well as the housing file.... he's still a minister in Carney's minority gov't.....as is Guilbault and that loose cannon Joly.
Sustained criticism of government immigration policy decisions and specific ministers, with implicit call for accountability.
malcolmhamilton5200
Jun 18, 2025
Women like Vassey, is why we have problems with immigration. They want & do everything they can for non Canadians to get everything free!
Women like Vassey, is why we have problems with immigration. They want & do everything they can for non Canadians to get everything free!
Criticizes a named politician's immigration stance while using gendered framing to suggest preferential treatment for non-Canadians.
jccarriere3719
Feb 24, 2026
Bro don’t speak to me. You’re a corrupt leader who is stepping down. We don’t need your lies Mr. Canada. And all of you who love Canada and Europe so much… PLEASE GO. For the …
Bro don’t speak to me. You’re a corrupt leader who is stepping down. We don’t need your lies Mr. Canada. And all of you who love Canada and Europe so much… PLEASE GO. For the love of god please leave!
Attacks political leadership as corrupt and calls for departure of those who disagree, combining criticism with implicit call to action.
@robertmendez6847
Mar 4, 2025
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty …
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty of this nonsense.
Critiques deportation insufficiency and employment practices favoring foreign workers over Canadian-born pilots, combining labor and national preference concerns.
donmiester45
Dec 25, 2025
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
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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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