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
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
Criticizes government policy of providing healthcare to immigrants, framing it as unfair to 'real Canadians.'
WokeNationIsDead1990
Feb 25, 2026
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
There is no negotiating with Trump, it's either his way or the highway.
There is no negotiating with Trump, it's either his way or the highway.
Critiques Trump's negotiating approach and inflexibility as a political/diplomatic strategy.
Policy Critique
0.78
@747rotate
Mar 4, 2025
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and …
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and work in Canada without Canada looking into it. Many of them can barely speak any English at all. Or French. Our government and the government policies in Canada are a joke.
Criticizes government security clearance procedures and CBSA hiring practices, with unverified claims about language proficiency and hiring percentages.
kennydeck6742
Oct 1, 2025
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
Criticizes government officials as incompetent and unable to answer questions about immigration policy.
Policy Critique
0.78
RectoBangalisan-y7j
Sep 30, 2025
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
A lot of these people that cant be found, quit giving out money, they will come crawling out of the woodwork pretty fast
Commenter criticizes government welfare spending on missing persons, implying fraud and suggesting financial incentives drive behavior.
d.r.j-p7n
Feb 27, 2026
As I always said... Canada is a scam.
As I always said... Canada is a scam.
Dismissive critique of Canada's immigration system as fundamentally flawed or deceptive.
MohammedWaseemuddin-tt1hf
Feb 12, 2026
You guys need to show the list of companies that backed the first lady donny in this last election The clowns at all of these companies are still going to take their million dollar bonuses …
You guys need to show the list of companies that backed the first lady donny in this last election The clowns at all of these companies are still going to take their million dollar bonuses like they have for decades & lay off people to keep the bonuses
Critiques corporate behavior and executive compensation practices while calling for transparency about campaign backing.
@Toodmyrick
Mar 4, 2025
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process.
Why Govt can not stop the refugee claims for these Students? Stop Refugee Claim Process. A Criminal Nijar whose PR was Denied 3 times was running a Business in Canada.
Criticizes refugee and work permit policies while making unverified claims about criminal cases and free benefits.
santhithomas4623
Sep 30, 2025
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Criticizes government complicity in education fraud and labor exploitation while making unverified claims about systemic corruption.
amcaast
Oct 2, 2025
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
Criticizes government immigration policy as excessive, expressing concern about the scale of Indian immigration specifically.
nusratahmed1163
Oct 5, 2025
Has there been one goddam thing the Trudeau liberals have touched that hasn't turned to shit?
Has there been one goddam thing the Trudeau liberals have touched that hasn't turned to shit?
Rhetorical criticism of government performance using hyperbolic language with satirical undertones.
hughjass1044
Feb 17, 2026
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Blames Immigration Minister Sean Fraser for poor English proficiency among schoolchildren, combining anecdotal observation with policy criticism.
History_Camel
Oct 22, 2025
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is …
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is why now I think only RACISM is the only to regulate it.
Proposes policy action (citizenship revocation) while framing immigration as a threat to Canadian culture and identity.
markdsouza852
Oct 26, 2025
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
Critiques the speaker as not representing common Canadians, suggesting elite-driven policy.
@joshgomez5263
Mar 4, 2025
Lot of clowns in this comment thread. You think Trudeau is a credible and worth air time? This clown resigned and Canada has a bleak future.
Lot of clowns in this comment thread. You think Trudeau is a credible and worth air time? This clown resigned and Canada has a bleak future.
Dismissive criticism of Trudeau's credibility and prediction of negative future outcomes, with meta-commentary on other commenters.
@slider903
Mar 4, 2025
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
Critiques government bureaucracy and lack of transparency, questioning why officials cannot speak freely about observed problems.
zackarykasprzak3073
Feb 22, 2026
Don't forget that Canada isn't that good either look at the way it's ran
Don't forget that Canada isn't that good either look at the way it's ran
Critiques Canadian governance and administration, implicitly comparing it unfavorably to other standards.
@jaybrown7811
Mar 4, 2025
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to …
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to Canada/America
Challenges the accuracy of claims made in the video and critiques overgeneralization about India and emigration patterns.
GLENJOSHUASTEAGLE
Feb 22, 2026
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in …
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in the most Powerful Office Ranked, Dead last, and still they put him back in to office after all the Turmoil this child has brought to America, now I wonder, is America this Naive to be Conned again, and with all the Destruction and Hate on his hands, Amazing!!!?
Critiques Trump's leadership by citing presidential rankings and questioning American voters' judgment, combining policy evaluation with moral concern.
@kennethcooperjr.9127
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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Discourse Quality (Perspective API)