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
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
Criticizes a specific government official's performance across multiple portfolios and invokes partisan framing ('Turdeau legacy') to delegitimize leadership.
bluechipx
Jan 19, 2026
45K per year is still to many.
45K per year is still to many.
Brief criticism of immigration intake numbers as too high, though lacks elaboration.
Policy Critique
0.75
janine-Saved-By-Grace-Alone
Nov 21, 2025
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them"
-Guy who works in an office and profits from both legal and illegal immigrants
Critiques government officials for denying immigration problems while benefiting from immigration, implying hypocrisy in policy.
JayeAye-t7o
Jan 20, 2026
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
Criticizes a government official's competence while making derogatory identity-based claims about voters.
JohnSmith-ro6vw
Mar 1, 2026
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Criticizes government witnesses as evasive and unprepared, attributing this to 'Liberalism' as a political ideology.
johnrecycler8275
Oct 2, 2025
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Criticizes immigration and foreign student policy as harmful to Canada's future, with underlying demographic anxiety.
afurqans
Oct 2, 2025
All these countries are kissing the elitists asses
All these countries are kissing the elitists asses
Criticizes government/elite behavior across countries, with some us-vs-them framing about elites versus ordinary people.
@Kalikizz7o2
Mar 4, 2025
Trump is the man to sort the swamp out around the world not these muppet . Rember what you did to the normal people in Covid bullshite . Wake up people
Trump is the man to sort the swamp out around the world not these muppet . Rember what you did to the normal people in Covid bullshite . Wake up people
Criticizes current government handling and calls for political change, with an implicit call to action ('Wake up people').
@robedwards1411
Mar 4, 2025
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks …
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks from Canada immigration, its all taken by these peoples word! Completely insane ! Only word that should be taken are those of truly born sovereign Canadians whose families have built this country! Close down immigration we are full in fact we need to get rid of allot of rotten apples !
Criticizes immigration policy and vetting procedures while asserting native-born Canadian superiority and calling for immigration closure.
SamusMaximusSMXD
Oct 2, 2025
Grandstanding won't help you.
Grandstanding won't help you.
Criticizes a political action (grandstanding) as ineffective policy response.
Policy Critique
0.75
@matthewjones2513
Mar 4, 2025
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they …
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they just stay in limbo.
Speculates that applicant fraud and bureaucratic buck-passing cause immigration delays, offering an explanatory critique of system dysfunction.
jamesgray6238
Jan 19, 2026
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
Why the nigger fuck are you promoting smuggling in your content?
Why the nigger fuck are you promoting smuggling in your content?
Accusation that content creator is promoting illegal smuggling, critiquing editorial choices with inflammatory language.
WNF
Jan 29, 2026
Trump ruined good relationshipr with allies.
Trump ruined good relationshipr with allies.
Criticizes Trump's foreign policy approach and its impact on international relationships.
@Bravo2025-c5h
Mar 4, 2025
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Critiques border enforcement effectiveness while implying unverified claims about the scale of drug trafficking not being captured.
@dewster1966
Mar 4, 2025
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 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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Discourse Quality (Perspective API)