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 only asylum claims canada should be accepting are american since thats the only country we border.
The only asylum claims canada should be accepting are american since thats the only country we border.
Argues for restrictive asylum policy based on geographic borders, implying other countries' claims should not be accepted.
billybongthorton420
Feb 24, 2026
It’s simply too many people from one single area in one single country. Make immigration have its limits
It’s simply too many people from one single area in one single country. Make immigration have its limits
Argues for stricter immigration limits based on concentration concerns, framed as policy recommendation.
NoobNum1
Jan 27, 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
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
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Critiques government policy as contradictory and hypocritical, using sarcasm ('Pathetic policies') to mock the approach to immigration and economic stimulus.
venm9155
Jun 17, 2025
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in …
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in our hemisphere.
Argues for assimilation as a policy expectation while asserting cultural norms as universal principle.
DTJ753
Mar 2, 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
Its about damn time. Unchecked immigration was, is, and will always be a bad plan.
Its about damn time. Unchecked immigration was, is, and will always be a bad plan.
Criticizes unchecked immigration as inherently problematic policy, with emphatic tone.
@mrbilly9917
Feb 20, 2026
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
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Criticizes the Minister's qualifications and competence in handling immigration policy.
Policy Critique
0.82
Ekim1976
Mar 2, 2026
Trudeau and the Liberals ruined Canada with so much immigration from India.....One Country!!!!! And yet, they still voted Liberal 4 times. You have to wonder what is wrong with a population that voted themselves out …
Trudeau and the Liberals ruined Canada with so much immigration from India.....One Country!!!!! And yet, they still voted Liberal 4 times. You have to wonder what is wrong with a population that voted themselves out of their own country.
Blames government immigration policy for national decline and criticizes voters for supporting it, combining policy critique with identity-based framing of national loss.
Itisnotluckitisskill
Oct 4, 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
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
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
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
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens.
If voters cared about the justice system, they wouldnt have re elected the same government.
Criticizes judicial leniency toward immigrants and government accountability, expressing concern about crime and citizenship outcomes.
SidiousPalp
Feb 18, 2026
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
Criticizes government spending priorities, questioning why public funds go to Ukraine rather than domestic needs.
@huaqingshi5934
Mar 4, 2025
Bro Canada is a great country ruled by an idiot. Trudeau go away.
Bro Canada is a great country ruled by an idiot. Trudeau go away.
The comment criticizes Trudeau and Canadian government leadership while expressing national pride in the country itself, mixing policy critique with identity framing.
@cryptoproperties
Mar 5, 2025
In canada you cant aay that knife os for protection. If you get stopped with that and you tell the RCMP thats its use- you now have it with intent. And youll get charged.. if …
In canada you cant aay that knife os for protection. If you get stopped with that and you tell the RCMP thats its use- you now have it with intent. And youll get charged.. if you get caught with a knige its for work or something. Never because its a bad neighborhood, or protection etc.
Explains Canadian legal policy regarding weapons possession and intent, critiquing how the law is applied.
Policy Critique
0.82
lkmgdj
Jan 27, 2026
I’m canadain and Trudea you messed it all up!
I’m canadain and Trudea you messed it all up!
Commenter identifies as Canadian and expresses dissatisfaction with Trudeau's governance, combining personal identity assertion with policy criticism.
@jigga9770
Mar 4, 2025
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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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