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
We are letting too many sneak in so can you blame them?
We are letting too many sneak in so can you blame them?
Criticizes immigration policy as too permissive while implying security/control concerns about unauthorized entry.
Trumpwonandyouknowsit
Dec 10, 2025
Trump is a disgrace
Trump is a disgrace
Brief criticism of Trump's character and leadership without elaboration.
Policy Critique
0.85
@Oakysh
Mar 4, 2025
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points …
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points and the Minister follows them.
Analyzes government bureaucratic structure and decision-making hierarchy, critiquing how policy directives flow from PMO to ministers.
Policy Critique
0.85
BonzoThePoodle
Feb 26, 2026
MANDITORY FINGER PRINTING!!!!!!?? WHATTT!!!??!?! IM NOT A CRIMINAL!!!!
MANDITORY FINGER PRINTING!!!!!!?? WHATTT!!!??!?!
IM NOT A CRIMINAL!!!!
Criticizes mandatory fingerprinting policy as unjust treatment, framing it as criminalizing innocent people.
trainingaccount4862
Dec 8, 2025
Liberals government are the problem 🙄
Liberals government are the problem 🙄
Direct criticism of the Liberal government's handling of immigration policy, framed as the root problem.
Policy Critique
0.85
elisapetaludlow3888
Oct 1, 2025
Canada needs to crack down on this as soon as possible. This situation is getting out of control! How is the government letting so many people in on fraudulent documents and then not even deporting …
Canada needs to crack down on this as soon as possible. This situation is getting out of control! How is the government letting so many people in on fraudulent documents and then not even deporting them?!?
Criticizes government immigration enforcement and calls for stricter action, framed as crisis management.
terry_swd
Oct 1, 2025
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
Expresses criticism of government (Liberal/NDP) policies and their outcomes, framed as political failure.
Policy Critique
0.85
AndrewFetterman-h6b
Oct 1, 2025
U are a coward Trudeau!
U are a coward Trudeau!
Direct personal attack on Trudeau framed as criticism of his leadership and policies.
Policy Critique
0.85
@rabbyrich1751
Mar 4, 2025
Not hard to be a better speaker than trump. He can't even talk in a complete sentence, just buzz words and nonsense.
Not hard to be a better speaker than trump. He can't even talk in a complete sentence, just buzz words and nonsense.
Critiques Trump's communication abilities and rhetorical style as incoherent and lacking substance, focusing on leadership performance.
Policy Critique
0.85
@therb1
Mar 4, 2025
Still 45k too much…
Still 45k too much…
Expresses opposition to immigration numbers, suggesting even the stated figure is too high, critiquing immigration policy volume.
Policy Critique
0.85
Pkle_Rick
Dec 6, 2025
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their …
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their cases and their unfair treatment with their files, and it is a big dilemma. I hope that the government of Canada forms a fair community and ask them to audit the immigration ministry, and they will find huge corruption.
Criticizes immigration ministry procedures and treatment of immigrants, calling for government audit and reform due to alleged corruption and unfair practices.
makradi
Nov 25, 2025
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They …
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They made the whole system look like circus.
Criticizes Canadian policy allowing study visa holders to work, comparing it unfavorably to India's stricter approach and questioning the logic of the system.
hirdaybhinder8967
Oct 1, 2025
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc.
Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls.
The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits.
In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset.
The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land.
And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Primarily critiques Canadian immigration policy and the point system as too lenient, with embedded unverified claims about fake universities and agent scams, plus comparative framing about historical immigration patterns.
dishanthakur8570
Dec 3, 2025
Finally some accountability
Finally some accountability
Expresses approval of government accountability measures related to immigration.
Policy Critique
0.85
louieGfree
Oct 1, 2025
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
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a war torn country. Highschoolers must be given priority in local jobs, it's up to the franchise owners to work their schedules up. It's ok if the cost of the product increases. This will help wages keep up with inflation. No free pregnancy trips, if you want to have your child born here make sure you pay up.
Detailed critique of immigration policies with specific reform proposals (cash jobs, student fees, job priority) combined with economic reasoning about wages and inflation.
ramumasankaran4588
Oct 3, 2025
@rocanews - Why did you have to say "more original immigrants" @ 06:11 ? Why can't you just say white european ? That's what you meant right ? You do realise that the ONLY reason …
@rocanews - Why did you have to say "more original immigrants" @ 06:11 ? Why can't you just say white european ? That's what you meant right ? You do realise that the ONLY reason the "more original immigrants" were white was because nonwhite immigration into Canada was BANNED till 1962 right ?
Commenter critiques the video creator's language choice ('more original immigrants') as coded racial terminology, while asserting historical facts about immigration policy and racial exclusion.
RKTRZ
Oct 2, 2025
It's time to put a cap on countries for immigration.
It's time to put a cap on countries for immigration.
Direct call for policy change to restrict immigration by implementing country-based caps.
Policy Critique
0.85
mp8317
Oct 2, 2025
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions cramped, bad pay, buying their way. LMIA scams. meanwhile quality of life for all goes down. we need healthcare and hospitals and education and jobs. basic infrastructure is crumbling. can we fix this before we keep bringing in more and more people in to a country that is in a polycrisis please? if you are thinking of coming to Canada right now please spread the word, resources are spread thin here.
Critiques government policy on labour exploitation, visa enforcement, and resource allocation while raising economic concerns about infrastructure and services.
Mad_Cool
Oct 2, 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
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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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