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
If Canada kicks out a minimum of 5 million , I think it would be fair.
If Canada kicks out a minimum of 5 million , I think it would be fair.
Commenter advocates for mass deportation as a policy position, framing it as a fairness issue.
andishehkherad9678
Apr 19, 2025
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Accuses political leader of hypocrisy and script-following, then calls for resignation—combining policy criticism with a direct call to action.
@RG-ev7vf
Mar 4, 2025
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that …
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that rewards hard work, not political optics. Im an immigrant and this place sucks now. Everyone needs to get together, immigrants and citizens need to step up and toss this government out.
And when it comes to the garbage and pathetic justice system, No more revolving doors. Every judge who releases repeat offenders must be held publicly and legally accountable for the crimes committed under their rulings. If you enable violence, you share responsibility for its consequences.
I am an immigrant of 22 years and I will not put up with this disgusting mistreatment of MY COUNTRY. MY PEOPLE. OUR CULTURE.
I will never stay silent. I will always back Canada.
Primarily critiques government policy and the justice system while incorporating personal immigrant identity and calling for political action and accountability.
Tko.koa0398
Sep 9, 2025
❤ they shld be deported
❤ they shld be deported
Brief statement advocating for deportation as a policy position.
Policy Critique
0.85
deedeeseyer3263
Sep 9, 2025
Who make public nuisance must be deported.
Who make public nuisance must be deported.
Advocates for deportation as a policy response to public nuisance behavior, framing it as a regulatory measure.
Balaruban9
Sep 5, 2025
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics …
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics wise, to ensure a realistic societial balance, as it relates to humanities basic needs .
Argues that immigration policy should be calibrated to labor/economic needs and synchronized with housing/public services capacity, critiquing current policy approach.
Margaret-u1x
Apr 15, 2025
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Expresses dissatisfaction with government performance, a direct critique of policy/governance.
Policy Critique
0.85
madmann4399
Sep 8, 2025
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
Criticizes government policy response ('business as usual') while implying voter complicity, with dismissive tone toward political actors.
kevindantas3044
Jun 18, 2025
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is …
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is laughable. Canadian's standard of living has deteriorated for years.
Criticizes a political leader's economic policies and claims deteriorating living standards, combining policy analysis with economic impact discussion.
@goodflop255
Mar 4, 2025
It is actually due to the Liberals going back to Chretien and Trudeau pere.
It is actually due to the Liberals going back to Chretien and Trudeau pere.
Attributes current immigration issues to Liberal government policies spanning multiple administrations.
Policy Critique
0.85
javierdenardo2607
Jun 21, 2025
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Questions government capacity to manage immigration numbers, implying security/control concerns under Trudeau administration.
BramStoked-uq4hp
Feb 18, 2026
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
At the very least, closed the dammed floodgates! NO MORE IMMIGRANTS, NO VACANCY
Demands closure of immigration policy ('close the floodgates') with underlying anxiety about capacity ('NO VACANCY'), combining policy opposition with demographic concern.
BunBunAndFlops
Aug 28, 2025
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Criticizes Trudeau's leadership and advocates for negotiation over confrontation regarding tariffs.
Policy Critique
0.85
@haroldlee6448
Mar 4, 2025
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Blames Trudeau and his government for immigration-related problems, expressing approval of his departure.
Policy Critique
0.85
rickytrooper
Aug 29, 2025
Another of Tiny Trudeau's myriad "successes."
Another of Tiny Trudeau's myriad "successes."
Sarcastic criticism of government policy/leadership framed as failure, with dismissive language toward the Prime Minister.
hughjass1044
Jun 17, 2025
Title of this video should be "How Mass Immigration Broke Canada".
Title of this video should be "How Mass Immigration Broke Canada".
Proposes alternative framing of the video's title to emphasize mass immigration as the cause of Canada's problems.
Policy Critique
0.85
johnm2879
Jun 20, 2025
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Criticizes government policy and system failures (healthcare, taxation, sovereignty) while expressing anxiety about national decline and preferential treatment.
geogib709
Apr 15, 2025
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Criticizes specific government officials (Trudeau, Miller, Carney, Diab) and their handling of immigration policy as incompetent.
Policy Critique
0.85
GoesByFooty
Jun 17, 2025
This is all on the LIBERAL GOVERNMENT! Full Stop!!!
This is all on the LIBERAL GOVERNMENT!
Full Stop!!!
Blames the Liberal government for immigration issues, expressing strong criticism of policy.
darrylhubbard931
Feb 18, 2026
Incompetent leaders will costs Canadians.
Incompetent leaders will costs Canadians.
Brief criticism of government leadership competence and its negative consequences for Canadians.
Policy Critique
0.85
elmerp315
Feb 27, 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)
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14-category DH taxonomy
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