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
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Criticizes immigration programs and their cascading effects (family reunification, temporary workers), framing them as creating chaos and requiring protection.
tubepoint494
Nov 22, 2025
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, …
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, or at least given the opportunity to be grandfathered in. And then end the program. Just cutting it off like that is the most disgusting thing I have ever seen, that's something the americans would do. We are not americans, we are not nazi terrorists like them.
Criticizes abrupt program termination as unfair and unethical, advocating for grandfathering existing participants while supporting program closure.
taralown7023
Nov 22, 2025
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Redirects blame from government to individuals who exploited immigration system, critiquing enforcement rather than policy itself.
Policy Critique
0.80
emilyt4323
Nov 20, 2025
Thank a current and previous Canada government
Thank a current and previous Canada government
Blames government for immigration policy outcomes, implicitly criticizing policy decisions.
vicp8772
Nov 9, 2025
These people should be fired
These people should be fired
Calls for removal of government officials, implying criticism of their performance or decisions.
Policy Critique
0.80
gregoryalayon7254
Nov 25, 2025
Isn't he increasing the carbon tax by 23% next month to all Canadians? It seems the enemy is inside the house
Isn't he increasing the carbon tax by 23% next month to all Canadians? It seems the enemy is inside the house
Questions Trudeau's carbon tax policy while framing domestic leadership as the primary threat to Canada.
@jnibur
Mar 4, 2025
It makes no sense! We should not be soft on Russia!
It makes no sense! We should not be soft on Russia!
Criticizes perceived softness in policy toward Russia, combining policy disagreement with security concern framing.
@janineramsden1363
Mar 4, 2025
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
Criticizes government hiring practices and spending on consultants, though contains unsubstantiated claims about DEI-based incompetence.
speediesthesquirrel
Feb 28, 2026
I'm no admirer of Trudeau, but this was a great speech. (Can you imagine Donnie making a coherent speech like this? ?) but I disagree with him on one thing: Donnie is NOT a very …
I'm no admirer of Trudeau, but this was a great speech. (Can you imagine Donnie making a coherent speech like this? ?) but I disagree with him on one thing: Donnie is NOT a very smart guy. (Although I know why Trudeau felt he had to say that).
Evaluates Trudeau's speech quality positively while disagreeing on substance; includes comparative reference to Trump's speaking ability.
@alistairmccleery9931
Mar 4, 2025
He can posture and act tough all he wants but Canada will suffer much more than the United States. If you want fairness then make it an equal playing ground between countries. The majority of …
He can posture and act tough all he wants but Canada will suffer much more than the United States. If you want fairness then make it an equal playing ground between countries. The majority of Americans, not like most of the liberals commenting here support Donald Trump
Critiques Canada's tariff strategy as economically disadvantageous and frames it as posturing, while asserting American support for Trump.
@LanceOsborne-dn3px
Mar 4, 2025
??? why is Justine whining about tariffs when he’s playing tit for tat with his tariffs imposed on USA? \n\nLet the world see Canada uniting because I sure as hell didn’t see it during Covid …
??? why is Justine whining about tariffs when he’s playing tit for tat with his tariffs imposed on USA? \n\nLet the world see Canada uniting because I sure as hell didn’t see it during Covid era. \n\nI’ll never forget Justina’s behaviour towards his truckers! The image on tv was iconic. \n\nFrom ????.
Criticizes PM Trudeau's tariff policy as hypocritical and references past grievances (trucker treatment), questioning Canadian unity.
@DK.448
Mar 4, 2025
Sean Fraser said she was the immigration minister for his province!! She is a DEI HIRE!!
Sean Fraser said she was the immigration minister for his province!!
She is a DEI HIRE!!
Criticizes hiring practices using the DEI acronym as a dismissive claim about merit-based selection, mixing critique with potentially unfounded allegations.
lisaboyd361
Feb 27, 2026
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Criticizes Trudeau's tariff strategy and urges a different approach, combining policy critique with directive advice.
@lennyp6669
Mar 4, 2025
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Criticizes immigration policy and government motives, with conspiratorial framing about political manipulation.
Martin_from_SC
Feb 27, 2026
The libs talking about reduced immigration is just appeasing the citizens, they have no intention of reducing immigration.
The libs talking about reduced immigration is just appeasing the citizens, they have no intention of reducing immigration.
Accuses government of insincerity regarding immigration policy, suggesting hidden intentions without evidence.
cindymackay-musso8317
Feb 27, 2026
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
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
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
Criticizes Liberal immigration policy as corrupt and accuses ministers of failure, mixing legitimate critique with unsubstantiated claims.
Wolfman4freedom
Feb 26, 2026
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
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
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)