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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
Student Visa for Indians is kind of PR.... Canadian government should revamp immigration policy and visa guidelines
Student Visa for Indians is kind of PR.... Canadian government should revamp immigration policy and visa guidelines
Critiques student visa policy as a backdoor PR pathway and calls for immigration policy reform, with an implicit unverified claim about visa misuse.
Nassirkhan0987
Sep 22, 2025
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Blames left-wing governments for Canada's problems while comparing multiple countries, critiquing political policy.
RScarpa1970
Feb 13, 2026
I don’t know, but when I come to USA from car or plane, I have to pass US Customs at the borders or airports, so how can US authorities can say that the Canadians let …
I don’t know, but when I come to USA from car or plane, I have to pass US Customs at the borders or airports, so how can US authorities can say that the Canadians let pass drugs or other illégale substances when its the US border are the ones that control what’s going in the US.
Questions US border control logic and critiques the blame placed on Canada for drug trafficking.
@GilbertRybicki
Mar 4, 2025
Fake news. The Liberals brought in more immigrants than they had housing for. Basic math was thrown out the window. It was insane.
Fake news. The Liberals brought in more immigrants than they had housing for. Basic math was thrown out the window. It was insane.
Criticizes government policy for mismatching immigration intake with housing capacity, framed as factual error.
Normandie1911
Feb 11, 2026
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
Disputes the MP's claims and argues the issue is overblown, defending current immigration enforcement procedures.
7shyman
Feb 24, 2026
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Critiques government decision-making while asserting that Trump, not the American people, is responsible.
@Marie-AngeZicher
Mar 4, 2025
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
Attacks Trudeau's fiscal management and credibility, accusing him of hypocrisy and financial mismanagement.
@JakeFehr-f5j
Mar 4, 2025
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Criticizes US leadership competence and warns of negative consequences with alarmist language.
@Cachi-7
Mar 4, 2025
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Criticizes government handling of border security and drug trafficking while predicting negative consequences.
@PddIFYU
Mar 4, 2025
It's Canada's fault. Assimilation should have been the goal....not Multiculturalism.
It's Canada's fault. Assimilation should have been the goal....not Multiculturalism.
Critiques multiculturalism policy as problematic, advocating assimilation as the preferred integration model.
t.o.o.smooth5870
Feb 14, 2026
1% of fentanyl come in from canada for the same reason less than 1% of tacos come from canada. the United States military is your border so chill tf out
1% of fentanyl come in from canada for the same reason less than 1% of tacos come from canada. the United States military is your border so chill tf out
Disputes the fentanyl claim with a statistical comparison and critiques U.S. border security framing, presenting an unverified statistic about fentanyl sourcing.
@nopullingoutXD
Mar 4, 2025
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
Criticizes government immigration policy under Trudeau and attributes negative consequences to citizens, blaming specific policy decisions.
philteng760
Feb 1, 2026
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, …
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, and gerrymandering.
Attributes immigration policy failures to deliberate partisan strategy by liberals/democrats for electoral gain, critiquing intentional policy choices.
johnb5519
Feb 18, 2026
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
Criticizes current enforcement of immigration laws and calls for stricter, more 'common sense' policies.
user-uj2tc9dm4t
Jan 21, 2026
Having liberals in power for 11 years is a national disaster
Having liberals in power for 11 years is a national disaster
Blames political party for national problems, critiquing governance rather than immigration specifically.
thattuna1570
Jan 19, 2026
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
Calls for policy action against American influence while asserting Canadian identity and rejecting authoritarian governance.
@judithfahey-t9o
Mar 4, 2025
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
Criticizes Canadian tariff policy as hypocritical, expressing frustration with perceived unfair trade practices.
@Cosmo__Kramer
Mar 4, 2025
Worst PM in Canadian history
Worst PM in Canadian history
Brief criticism of Trudeau's performance as Prime Minister, evaluating his governance record.
Policy Critique
0.79
@Nic_Garscum
Mar 5, 2025
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for the country. How many Westerners living in Africa integrated with local Africans even after living there for centuries? It is human mentality to practice your culture when you become a minority in another country.
Nuanced critique of immigrant integration practices, comparing to Western behavior in Africa, questioning loyalty while acknowledging legitimate cultural expression.
venkateswarluk5133
Aug 25, 2025
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious …
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious Supreme Court works on bending the law to suit t-rumps bidding. We are early in this presidency. If you think inflation was a very serious concern of t-rump or the repubies, why doesn't he fix it right now? What he is doing is causing inflation to skyrocket with no end in sight. Those of you wealthy who think t-rump is right are a leach who feeds off of taking from those who have little to nothing. If t-rump wanted to he could fix it on day one like he said. He has no idea what he is doing - laying off thousands of federal workers. He wants to bring jobs to America by becoming a traitor to our very faces with putin. you repubes are all traitors to what the Flag stands for. Those jobs won't come in the next 4 years. If there are no manufacturing plants in the U.S. we will have to build them. How long will it take to build these factories and tool them up to accept workers? None of what the repubes agenda is set about bringing jobs to America - the way I see it, we are losing jobs now. The factories won't be ready for years. You who voted for this freak - I hope you suffer the most.
Extensive critique of Trump's tariff and economic policies, arguing they harm ordinary Americans while benefiting the wealthy and contradicting campaign promises.
@patrickmchatton7958
Mar 4, 2025
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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)