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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
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Critiques visa vetting policy while making unverified claims about criminal backgrounds and conspiracy theories about intentional government sabotage.
vtr5328
Oct 27, 2025
Is it problem with Indians in Canada or the Canadian politicians empowering this. Trudeau along with the his Sikh partner 😂
Is it problem with Indians in Canada or the Canadian politicians empowering this.
Trudeau along with the his Sikh partner 😂
Questions whether immigration problems stem from specific ethnic groups or government policy, with sarcastic reference to political leaders.
LL-y5k
Jan 28, 2026
CanaDUH is so r€t@rded that they let their TDS effect their voting. They earned the take over by electing Carney. Voting has consequences Canucks
CanaDUH is so r€t@rded that they let their TDS effect their voting. They earned the take over by electing Carney. Voting has consequences Canucks
Criticizes Canadian voters and government policy decisions, warning of consequences.
LucasJackson_37
Jan 27, 2026
You gotta thank uncle Justin Trudeau for that.
You gotta thank uncle Justin Trudeau for that.
Blames Prime Minister for immigration policy outcomes, critiquing government decision-making.
Policy Critique
0.80
totalelectronics6734
Oct 23, 2025
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the tech industry I thought I could get PR relatively easily. But everyday I am seeing stories about people moving to western countries, beating the system, not paying taxes - how does that even work?
First-person account from an Indian immigrant expressing shock at unchecked immigration, criticizing fraudulent colleges and questioning how the system enables tax evasion.
debadri
Oct 14, 2025
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
There’s a significant distinction between immigration and uncontrolled migration without assimilation.
The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
Critiques immigration policy by distinguishing between assimilation and 'uncontrolled migration,' while asserting that newcomers should adopt Canadian identity rather than maintain Indian culture.
Mis_Uszatek
Oct 14, 2025
Liberals did this to canada
Liberals did this to canada
Blames Liberal government for immigration policy outcomes, combining partisan criticism with implicit national concern.
northcub1702
Oct 4, 2025
Я отношу себя скорее к правым но у меня есть немного другое мнение. Тк мне нравится экзотическая культура разных народов я даже вижу что то прикольное и интересное в этих элементах индуистской культуры как например …
Я отношу себя скорее к правым но у меня есть немного другое мнение. Тк мне нравится экзотическая культура разных народов я даже вижу что то прикольное и интересное в этих элементах индуистской культуры как например эти статуи ханумана и шивы. Но я считаю что их культура должна плавно вливатся в западную культуру и не доминировать над ней а становится элементом эклектики. И при этом я считаю что они не должны привозить негативные черты своей культуры в западные страны. Например я не против индуистских храмов и архитектуры и кухни но я против грязных улиц, криминала и сумасшедшего вождения. это они должны оставить у себя в странах 3 мира а не привозить с собой на запад
Argues for controlled cultural integration rather than cultural dominance, critiquing immigration policy while claiming right-wing perspective but nuanced position.
далекий_ор
Jan 28, 2026
Liberal Policy destroys society!
Liberal Policy destroys society!
Broad critique of Liberal Party policy as destructive, without specific evidence or detailed analysis.
Policy Critique
0.80
CHR1STISRISEN
Oct 3, 2025
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the …
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the name of students, and those are the same who did illegal things in India. All the chaos is because government not filtering enough the people coming to Canada
Critiques government filtering of student visa applicants, claiming some are criminals using student visas as cover, without providing evidence.
thunderbird1855
Oct 2, 2025
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Criticizes government immigration policy for admitting 'scammers' instead of skilled workers, with an unsubstantiated claim about immigrant behavior.
Mrfiji
Oct 2, 2025
Sounds like Canada had a true plan to work on border crossings and drug problem, while Trump wants to just attack and make up lies about criminals and numbers.
Sounds like Canada had a true plan to work on border crossings and drug problem, while Trump wants to just attack and make up lies about criminals and numbers.
Contrasts Canada's evidence-based border policy approach with Trump's alleged dishonesty and fabricated statistics, critiquing the latter's approach.
@we3andtherv570
Mar 4, 2025
Yes it’s total corruption these stupid student visas while we have a housing shortage
Yes it’s total corruption these stupid student visas while we have a housing shortage
Criticizes student visa policy as corrupt while linking it to housing shortage, combining policy and economic concerns.
IrmaRoma68
Oct 2, 2025
Canada has changed, and it sure isn't for the fucking better!
Canada has changed, and it sure isn't for the fucking better!
Expresses disapproval of immigration policy and its effects on Canada without specific claims or detailed reasoning.
Policy Critique
0.80
BlackJacket705
Oct 1, 2025
They don't have a clue. Fantastic civil service we have here.
They don't have a clue.
Fantastic civil service we have here.
Criticizes government civil service competence in handling immigration matters, expressing skepticism about institutional effectiveness.
Policy Critique
0.80
robheggart9624
Oct 1, 2025
What kind of fucking idiots think this is partisan? If the Liberals are found to be commiting treason. Charge them for it. This is such disgusting behavior that the Liberals can act this way.
What kind of fucking idiots think this is partisan?
If the Liberals are found to be commiting treason. Charge them for it.
This is such disgusting behavior that the Liberals can act this way.
Criticizes government behavior as 'disgusting' and calls for legal accountability and enforcement action.
blacksandbroilikedix
Oct 1, 2025
Hey btw you cant have a knife in canada for the sole purpose of self defense. Always say you use ut as a tool. Never self defense you will get in trouble. And even if …
Hey btw you cant have a knife in canada for the sole purpose of self defense. Always say you use ut as a tool. Never self defense you will get in trouble. And even if you are attacked and use the knife you will still likely go to jail. Welcome to Canada 😅
Critiques Canadian self-defense laws as overly restrictive and unfair, offering practical advice while expressing skepticism about legal protections.
fghthfyrtht-bo2yh
Jan 28, 2026
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Criticizes government bureaucrats' competence and characterizes their behavior as morally wrong.
MB-cv6qn
Sep 30, 2025
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud. DELETE THE JEET
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud.
DELETE THE JEET
Calls for shutting down fraudulent schools and immigration consulting businesses, with an added ethnic slur.
RAPEDBYBLACKS
Oct 1, 2025
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Critiques Canadian government policy for accepting students then blaming them, while defending legal immigrants' rights.
mrose4034
Oct 1, 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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