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
Don't blame the Indians, blame your stupid politicians
Don't blame the Indians, blame your stupid politicians
Deflects blame from immigrants to politicians, critiquing government decision-making while asserting in-group/out-group distinction.
pvsk10
Oct 3, 2025
Same thing with medical diplomas apparently
Same thing with medical diplomas apparently
Brief critique suggesting credential verification issues extend beyond the video's focus to medical diplomas.
Policy Critique
0.80
vasilykandelaki
Oct 1, 2025
Stupid tyrannical sob . Isn't this the same pos who took bank accounts of people donating to truckers protest ? Wow he's as delusional as Newsom
Stupid tyrannical sob . Isn't this the same pos who took bank accounts of people donating to truckers protest ? Wow he's as delusional as Newsom
Criticizes Trudeau's government actions (freezing bank accounts) and character, framing as tyrannical.
@machetealvarez
Mar 4, 2025
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. I interact with, socialize outside of the current setting - because that’s where we are comfortable. Everyone in life chooses to be comfortable, as it’s better. When we mass immigrate (especially from one country) we can’t be surprised that this happens. Of course Indian people do business, socialize, real estate, etc… with other Indian people. It’s what they are comfortable with. I think mass immigration is an awful idea and a culture that doesn’t encourage assimilation and chooses multi culturalism will find that it’ll no longer be multicultural- as the new dominate culture in Canada will be Punjabi.
Critiques multiculturalism and mass immigration policies as ineffective, with identity-based concerns about cultural dominance and assimilation.
TheHeatLockerFanCave
Oct 3, 2025
Trump is going to bankrupt America like he did with all his businesses ..
Trump is going to bankrupt America like he did with all his businesses ..
Criticizes Trump's economic management and predicts negative financial consequences.
Policy Critique
0.80
@Lut852
Mar 4, 2025
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Analyzes Canada's immigration and systemic challenges through historical and comparative lens, questioning what the nation stands for and needs re-evaluation.
fashionfruit99
Oct 2, 2025
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the …
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the name of students, and those are the same who did illegal things in India. All the chaos is because government not filtering enough the people coming to Canada
Critiques government filtering of student visa applicants, claiming some are criminals using student visas as cover, without providing evidence.
thunderbird1855
Oct 2, 2025
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Criticizes government immigration policy for admitting 'scammers' instead of skilled workers, with an unsubstantiated claim about immigrant behavior.
Mrfiji
Oct 2, 2025
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Critiques Trump administration policy while asserting distinction between leadership and voters.
@MDdreams96
Mar 4, 2025
Yes it’s total corruption these stupid student visas while we have a housing shortage
Yes it’s total corruption these stupid student visas while we have a housing shortage
Criticizes student visa policy as corrupt while linking it to housing shortage, combining policy and economic concerns.
IrmaRoma68
Oct 2, 2025
Canada has changed, and it sure isn't for the fucking better!
Canada has changed, and it sure isn't for the fucking better!
Expresses disapproval of immigration policy and its effects on Canada without specific claims or detailed reasoning.
Policy Critique
0.80
BlackJacket705
Oct 1, 2025
Trump is making foe with US's friends.. is he so dumb ???
Trump is making foe with US's friends.. is he so dumb ???
Critiques Trump's diplomatic approach as damaging to US-Canada relations.
Policy Critique
0.80
@whitecastle814
Mar 4, 2025
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Criticizes the president's policies as economically destructive and motivated by personal gain.
@mark-
Mar 4, 2025
Of course they are our government is so dumb they are a bunch of dishonest people
Of course they are our government is so dumb they are a bunch of dishonest people
Criticizes government competence and honesty regarding immigration policy implementation.
chrisophernevitt3603
Oct 2, 2025
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Critiques immigration policy by arguing that concentration from specific countries prevents assimilation.
SumerS-j7e
Oct 2, 2025
Trudeau is weaker than tissue.
Trudeau is weaker than tissue.
Criticizes Trudeau's leadership strength, implying weakness in policy or governance.
@SunRay629
Mar 4, 2025
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians …
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians to do this PR stunt that will have long term consequences.
Critique of political strategy and policy approach regarding country-specific immigration targeting.
Policy Critique
0.80
vishnupvNB
Oct 2, 2025
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
Criticizes government administration as a failure and invokes ethnic identity ('Administration people are Indian') to frame decline.
rickym3
Oct 2, 2025
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, …
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, sea and ice.
Asserts Canada's Arctic sovereignty claims and legal position regarding the Northwest Passage.
@markw3370
Mar 4, 2025
They don't have a clue. Fantastic civil service we have here.
They don't have a clue.
Fantastic civil service we have here.
Criticizes government civil service competence in handling immigration matters, expressing skepticism about institutional effectiveness.
Policy Critique
0.80
robheggart9624
Oct 1, 2025
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)
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14-category DH taxonomy
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