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
She trusts the judgement of Alberta’s? But won’t listen to but a few in her base
She trusts the judgement of Alberta’s? But won’t listen to but a few in her base
Criticizes a political leader for inconsistent listening to constituents and selective engagement with their base.
Policy Critique
0.78
@user-se6jh3is3v
Feb 21, 2026
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
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Critiques language laws and proposes policy change while asserting English-speaker identity and rights in multilingual spaces.
lorrainecollins6686
Aug 25, 2025
Problem in Canada is open borders and socialist spending
Problem in Canada is open borders and socialist spending
Identifies open borders and spending policies as root problems, combining policy and economic critique.
kirk.w.mclaren
Nov 25, 2025
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them …
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them all.
That lady about the treacherous convoy, they deserved to be sent to prison just like the criminal elements from india.
Critiques political leadership hypocrisy on immigration while making unsubstantiated claims linking Indian immigrants to criminal elements.
waynestrainer
Aug 25, 2025
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Criticizes media bias in coverage of immigration policy, framing it as a democratic problem.
sourisverte172
Nov 22, 2025
Too many handouts!!! Stop 🛑 this madness.
Too many handouts!!! Stop 🛑 this madness.
Criticizes government spending on social benefits and calls for policy cessation, though expressed with minimal elaboration.
jenniferjohnson5961
Aug 26, 2025
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk …
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk no sense about Hinduism, they don't ruin water, it's respecting water, it's the other way around.
Expresses opposition to specific religious practices in public spaces while attempting to distinguish between groups, framed as a policy position on religious accommodation.
Reddylion
Aug 25, 2025
Too much of anything is bad.
Too much of anything is bad.
General statement critiquing immigration policy through the principle that excess of anything is problematic.
Policy Critique
0.78
loggins2182001
Oct 9, 2025
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Critiques the immigration system's design and outcomes, with some unverified claims about fraud embedded in broader policy analysis.
ironcladruffian1490
Oct 7, 2025
Justin, all canadiens want you to disappear, you did enough to screw and sell our country, everyone hates you !!!! Take your carbon taxes and shovit up your you know where !!!!
Justin, all canadiens want you to disappear, you did enough to screw and sell our country, everyone hates you !!!! Take your carbon taxes and shovit up your you know where !!!!
Strong criticism of the Prime Minister's policies (carbon taxes) and governance record, with claims of widespread public disapproval.
@qcnsaint_sapin582
Mar 4, 2025
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
Advocates for equal or reduced welfare treatment of immigrants relative to Canadian citizens, combining policy position with fairness argument.
garyhenneberry72
Aug 25, 2025
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you …
Fire a gun…
get immediately deported, do not pass Go, do not collect $200.
Commit ANY CRIME more than a traffic violation…
get immediately deported, do not pass Go, do not collect $200.
Claim you are a “student” or “refugee” when you are not…
Get immediately deported, do not pass Go, do not collect $200.
The immigration program has run amok. We are literally paying to have criminals sustained in this country.
Alleges corruption in immigration enforcement without evidence, critiquing system integrity.
davidkendall1614
Feb 18, 2026
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
Expresses criticism of what they characterize as 'radical socialist' policies and accuses others of cognitive bias, framing this as policy disagreement.
@diesel69er
Mar 5, 2025
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership …
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership of a man who is arrogant and wants to do whatever he wants.The United States should not have arrogant leaders destroying its allies.Trump is just a piece of rotten wood that will be melted by water.The United States should not let a piece of wood lead the country..
Argues Canada should diversify economic partnerships and criticizes US leadership under Trump, combining domestic policy critique with international comparison.
@BoreyChulsa
Mar 4, 2025
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Criticism of government official's competence and skepticism about enforcement of immigration standards under different leadership.
LemonMerigueTie
Feb 27, 2026
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the …
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the 86% of Canadians that didn’t want Trudeau to ever appear in public as a Canadian (Let alone PM) agree with him… you’ve got to rethink your position.
Commenter criticizes Trudeau's credibility by referencing his party's rejection and citing an unverified statistic (86% of Canadians), using this to delegitimize his current position.
@blinkhornklinkhammer999
Mar 4, 2025
Nobody listens to this guy (Truedeu))he ran his country with zero improvements
Nobody listens to this guy (Truedeu))he ran his country with zero improvements
Criticizes Trudeau's governance record and effectiveness, focusing on policy outcomes rather than personal attacks.
Policy Critique
0.78
@50whatnomadtravelnursemtb5
Mar 5, 2025
Trudeau sucks there’s a reason for tariffs
Trudeau sucks there’s a reason for tariffs
Criticizes Trudeau and defends tariff policy as justified response, engaging with government policy debate.
Policy Critique
0.78
@NixaAsphaltSealcoating
Mar 5, 2025
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Criticizes Canada's visa process for admitting problematic individuals and calls for stricter regulation.
gulabh
Sep 29, 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)