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
Search & Filter
Policy Critique
5,980 comments
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
Argues for selective immigration policy favoring highly skilled workers over lower-wage employment.
RationalityPersonality-w7v
Feb 11, 2026
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
Criticizes government immigration policy and calls for reversal of mass immigration, framed as policy analysis.
Samuels-nz9em
Feb 13, 2026
If the country feel migrants as threat for them they need to band citizenship of the countr y and start to deport the illegal immigrants but the administration have no wisdom to resolve the issues
If the country feel migrants as threat for them they need to band citizenship of the countr y and start to deport the illegal immigrants but the administration have no wisdom to resolve the issues
Critiques government administration for failing to address perceived migrant threats through citizenship bans and deportations.
LampofTruth-i6u6x
Feb 12, 2026
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Proposes stricter immigration controls while distinguishing between asylum seekers and workers, citing labor shortages and welfare fraud concerns.
ranwei3622
Feb 12, 2026
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Critiques immigration policy regarding temporary workers and permanent residency while arguing strain on resources and job market reflects economic concerns.
Alexa-777-u9d
Feb 11, 2026
Actually support for tightened immigration controls is extremely high.
Actually support for tightened immigration controls is extremely high.
Factual assertion about public opinion regarding immigration controls, presenting a counter-narrative to the video's apparent stance.
Policy Critique
0.80
claude6543
Feb 11, 2026
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
Challenges the stated rationale for immigration policy by claiming no actual labor shortage exists and criticizing preferential treatment of temporary immigrants.
Kawhisexual
Feb 11, 2026
Temporary means temporary
Temporary means temporary
Emphasizes the importance of enforcing the temporary nature of temporary worker programs, critiquing policy implementation.
Policy Critique
0.80
mikebgdv
Feb 11, 2026
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
Critiques Trudeau-era immigration policy while claiming broad Canadian consensus against it, combining policy analysis with national identity claims.
malcolmxbox
Feb 11, 2026
its wild that the guy on the bike got fired from his job , for a simple interview lol
its wild that the guy on the bike got fired from his job , for a simple interview lol
Criticizes employment consequences for participating in media interviews, suggesting unfair workplace policy or discrimination.
odod9865
Feb 6, 2026
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
Criticizes government immigration policy as traitorous and implies a call for accountability or justice against government actors.
Issthi
Jan 27, 2026
If you have labour shortage, please hire real Canadian.
If you have labour shortage, please hire real Canadian.
Critiques immigration policy by arguing for prioritizing domestic hiring over immigrant labor.
joeblack888
Feb 11, 2026
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
Criticizes government immigration policy as biased and unsustainable, with implicit blame directed at political leadership.
aeaeqq
Feb 11, 2026
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Blames government leadership for national decline, framing immigration policy as responsible for degrading Canada's status.
Tatay-05
Feb 11, 2026
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Criticizes government immigration policy as inconsistent and blames political leaders, with implicit call to reject current voting patterns.
AnonymousAlien11
Feb 10, 2026
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
If they improve universities in India they don't need to come to Canada
If they improve universities in India they don't need to come to Canada
The comment critiques immigration patterns by suggesting that improving conditions in India would reduce emigration pressure, implying current policy/conditions drive migration.
Inner_City_Mixer
Feb 8, 2026
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls.
This would never happen in Poland or Hungary.
Calls for demolition and eviction while comparing Canada unfavorably to Poland/Hungary, critiquing perceived weak governance.
N7sensei
Feb 7, 2026
Compare Videos
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)