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
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Criticizes Trudeau's policies as responsible for Quebec's problems, attributing blame to federal government decisions.
Policy Critique
0.85
denlec6455
Nov 21, 2025
Shut that website down we don't need anymore we need to help our own
Shut that website down we don't need anymore we need to help our own
Criticizes immigration policy and calls for prioritizing domestic citizens over immigration programs.
makingityummilli1976
Nov 24, 2025
I hope Canada doesn’t keep making ppl work years for PR then pull the rug from under them. This isn’t fair and this will turn skilled workers away. 🙄🤨😒🙈🙉🙊
I hope Canada doesn’t keep making ppl work years for PR then pull the rug from under them. This isn’t fair and this will turn skilled workers away. 🙄🤨😒🙈🙉🙊
Criticizes unfair immigration policy practices that disadvantage skilled workers seeking permanent residency.
BRUSEMISSIONTRAVEL
Nov 24, 2025
Soon to be 51st state , Trudeau is as corrupt as they come .
Soon to be 51st state , Trudeau is as corrupt as they come .
Criticizes Trudeau as corrupt while asserting Canada's subordinate status to the US, blending policy critique with identity framing.
@D.Yota.
Mar 4, 2025
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets …
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets tariffs on goods coming in from the US causing CAnidian citizens to pay more for goods imported from the US.\nHaving said that, I do see that PM Trudeau will be causing Canadian citizens to stop buying imported US products, slapping Trump in the face and causing hardship to US manufacturers. This should cause blowback from US manufacturers towards Trump'a stupidity.\nOh, ?Trump
Analyzes tariff policy consequences for both countries' citizens and manufacturers, critiquing Trump's economic decisions.
@Ghost_Recon_Actual
Mar 4, 2025
I wish Canada would serious about their border!
I wish Canada would serious about their border!
Criticizes Canadian government's border policy as insufficiently strict, calling for stronger enforcement.
Policy Critique
0.85
thomaselliott9485
Dec 8, 2025
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in …
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this.
If immigrants could successfully assimilate before, why not now? I remember in the 2010s hearing about immigrants/refugees not assimilating in Europe and constantly just thought "well why don't they just do immigration with strong assimilation like we do here in Canada?", and now we had 4 years of sloppy immigration give or take, unfortunate. At least the straight up policies that led to this influx of poorly managed immigration is removed, but the same leaders and cabinet members and the like of the liberal government are present. Oh and did I mention they keep privatizing things, throwing money at mining industries without any seeing of the benefit to working Canadians realistically, and planning to build a pipeline by like 2035 towards east Asia which will likely be majority renewable energy by then, without actually trying to address the issues now present from the 4 years of sloppy immigration policy?
Critiques immigration policy management, assimilation approaches, and broader government policies (privatization, pipeline planning) while discussing economic impacts on working Canadians.
abobaing
Dec 6, 2025
Corrupted broken chaotic immigration policy shame on
Corrupted broken chaotic immigration policy shame on
Directly criticizes Canada's immigration policy as corrupted, broken, and chaotic.
Policy Critique
0.85
asrafulhaque6295
Dec 8, 2025
Immigration is out of control in Canada. Just too many at once, healthcare cannot support Canadians. No housing for canadians , no housing for Immigrants
Immigration is out of control in Canada. Just too many at once, healthcare cannot support Canadians. No housing for canadians , no housing for Immigrants
Criticizes immigration policy as excessive and argues it strains healthcare and housing systems, combining policy critique with economic impact concerns.
martindubreuil6289
Nov 21, 2025
Yet Isreal is exempt.
Yet Isreal is exempt.
Critiques Canadian policy by pointing out perceived inconsistency in exempting Israel from travel restrictions.
Winterheart786
Dec 8, 2025
What a foolish country, I think Canada wants stupid people running this country, 🤔
What a foolish country, I think Canada wants stupid people running this country, 🤔
Criticizes Canadian government decision-making and governance capacity regarding immigration policy, though expressed dismissively.
Policy Critique
0.85
Mr.McGees
Dec 7, 2025
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the …
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the temporary workers permits/visa. Time's up,time to carry on!
Argues that temporary worker permits should have strict time limits with mandatory return, critiquing the policy framework around temporary status.
Policy Critique
0.85
rob9147
Nov 24, 2025
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should …
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should be a permanent banned and jail time for any person who is legally misleading or helping to circumvent the system which resulting in flood of illegals in the country.
Criticizes immigration lawyers and agents for exploiting loopholes, and calls for legal penalties and system reform.
KIMA-u3e
Nov 20, 2025
Every Province should do the same except we know Quebec gets special treatment.
Every Province should do the same except we know Quebec gets special treatment.
Critiques provincial policy inconsistency while asserting Quebec receives preferential treatment, combining policy analysis with identity-based framing.
I.W.Lthomsson
Nov 23, 2025
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Criticizes Trump's global policies and implicitly urges Canada to remove him from influence through strong language.
@dangerino2249
Mar 4, 2025
Another Liberal disaster.
Another Liberal disaster.
Brief partisan criticism of government policy attributed to 'Liberals,' without elaboration on specific concerns.
Policy Critique
0.85
suez6087
Nov 22, 2025
One word to all this. LIBERALS!!!!
One word to all this. LIBERALS!!!!
Partisan blame directed at 'Liberals' for immigration issues, expressing criticism through party attribution.
Policy Critique
0.85
tavismckenzie2679
Nov 22, 2025
The rules were way to generous. 2 years to be eligible. Come on.
The rules were way to generous. 2 years to be eligible. Come on.
Criticism of specific immigration policy parameters, arguing eligibility requirements are too lenient.
Policy Critique
0.85
redMaple_QC
Nov 20, 2025
selling PR status to flood of rich Chinese through Quebec QIIP loophole wasn't a problem, but this is?
selling PR status to flood of rich Chinese through Quebec QIIP loophole wasn't a problem, but this is?
Highlights perceived inconsistency in immigration policy enforcement, comparing treatment of wealthy Chinese investors to other immigrants.
andg5194
Nov 20, 2025
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Critiques asylum policy and rejection rates as evidence of bogus claims, while making generalizations about Indian students that lack substantiation.
WanderingSkeptic-k3l
Feb 25, 2026
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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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