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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
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the …
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the best.
Those who do not contribute to society and merely leech off of it are the true dregs. That applies the same to a white man with needles harassing people under a bridge and a black man in a hoodie and mask robbing a convenience store (non-Indian stereotypes) as it does to any immigrant who hops the border and expects this country to fund their way.
That said, there have been far too many immigrants in the last decade, regardless of origin. I've lived in my small town in BC for 37 years and somehow I cannot get a family doctor (I visit all of the local clinics annually and am on the provincial waiting list) while a lot of newer residents seem to have a doctor within months of moving here. I am glad I bought my house when I did, I would not be able to afford one today.
I am not against legal immigration, just slow it down so the infrastructure can support it and properly vet those who apply. The system for deportment currently employed in the US is far too hastened and imperfect for my liking but the lack-of-a-system (or heck, acknowledgement) that this is even an issue by the current and previous Canadian governments is equally as concerning (arguably more, other folks can debate the politics of it).
Comprehensive critique of immigration policy pace and vetting procedures, with concerns about infrastructure capacity, healthcare access, and housing affordability.
kadenthefoxbat1450
Oct 5, 2025
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Critiques the video's claims as misinformation and 'far right' rhetoric, defends immigrant behavior through historical context of ethnic enclaves, and argues assimilation is bidirectional.
lantherpagdi
Sep 19, 2025
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did …
No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling .
We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Detailed critique of government immigration and housing policy, with economic concerns about resource allocation and social services sustainability.
BrianOriet
Feb 11, 2026
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X …
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X reason” and it’s no longer illegal.
Comment provides legal analysis of Canadian weapons law and critiques the video's presentation of self-defense legality, engaging in policy discussion.
Policy Critique
0.88
HOBOBIG
Jan 28, 2026
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
Criticizes government policy (disarmament) and refuses to support leadership's request for action, framed as a defiant statement.
@WD_Harris
Mar 4, 2025
Canada needs immigration but with controls no free for all You come across illegally you should be deported ,no return The term refugees , asylum should be made illegal it's all immigration and should be …
Canada needs immigration but with controls no free for all You come across illegally you should be deported ,no return The term refugees , asylum should be made illegal it's all immigration and should be based on merit
Detailed critique of immigration policy advocating for merit-based controls and deportation of illegal entrants while rejecting asylum terminology.
Policy Critique
0.88
PeterWeber-y7l
Feb 11, 2026
AI can clear the backlog. But all new applications should be stopped for 3 years.
AI can clear the backlog. But all new applications should be stopped for 3 years.
Proposes specific policy solution (AI for backlog, 3-year application freeze) as critique of current immigration handling.
Policy Critique
0.88
VancouverVince
Jan 20, 2026
Here is another one . In Canada, foreign students or temporary workers , non Citizens can apply and receive firearms licenses and can buy non restricted guns . This is not allowed in 90% of …
Here is another one . In Canada, foreign students or temporary workers , non Citizens can apply and receive firearms licenses and can buy non restricted guns . This is not allowed in 90% of countries around the world, including the most gun liberal country in the world. The United States of Amarica will not license a foreigner to own or buy a gun.
Critiques Canadian firearms policy for non-citizens by comparing it unfavorably to international standards and the United States.
lauriegaudet5805
Mar 3, 2026
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation completely. There needed to be people brought in to build, plant and develop the country at that time. We are no longer in need of mass migration as we already have a developed country. I wonder how many of the liberals would change their positions if the policy was, if you want a new migrant to come into Canada you have to pay for them out of your own paycheques and if you don't want a new migrant you don't have to pay. Pretty sure, very few people would want to pay when it is put that way but we are ALL forced to pay to cover that tab.
Critiques liberal immigration policy by arguing historical context has changed and proposes an alternative funding mechanism to challenge the current approach.
devote1416
Sep 15, 2025
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada.
Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
The comment critiques Liberal immigration policy, citing statistics and arguing the policy prioritizes political gain over long-term national interest, with economic and demographic concerns.
TheJacali
Feb 10, 2026
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t …
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t even fixing?
Commenter criticizes government for repeating rhetoric without implementing actual policy changes.
Policy Critique
0.88
@Thatheathennerd
Mar 4, 2025
Immigrants need to pay into Canadas economy before they take everything. Should be 10 years of paying taxes and not being a burden on society. 10 years before they can get healthcare, before they can …
Immigrants need to pay into Canadas economy before they take everything. Should be 10 years of paying taxes and not being a burden on society. 10 years before they can get healthcare, before they can vote, before they can overwhelm our healthcare system.
Proposes specific policy changes (10-year waiting periods for benefits/voting) framed as preventing economic burden on healthcare and social systems.
BigTuna18
Aug 28, 2025
Canada is closing the loopholes
Canada is closing the loopholes
Brief statement approving government action to close immigration policy loopholes.
Policy Critique
0.88
frcluc
Feb 11, 2026
Trump did this and is fucking the American people over
Trump did this and is fucking the American people over
Criticizes Trump's policies and their negative impact on Americans.
Policy Critique
0.88
@chungm381
Mar 4, 2025
Our liberal government has turned Canada into a train wreck laughing stock.
Our liberal government has turned Canada into a train wreck laughing stock.
Criticizes the Liberal government's policies as having damaged Canada's reputation and governance.
Policy Critique
0.88
hothatch1520
Oct 1, 2025
how did we get here ? simple answer is policy allowed it
how did we get here ? simple answer is policy allowed it
Directly attributes current immigration situation to permissive government policy decisions.
Policy Critique
0.88
Vaniezxx
Jan 22, 2026
smh the most embarrassing pres in my lifetime
smh the most embarrassing pres in my lifetime
Expresses disapproval of the current president's performance and leadership record.
Policy Critique
0.88
@vitotntceo
Mar 4, 2025
Liberal policies are responsible to Canada's disasters, but never interested in changing policies to improve Canadians way of life..Government is to work for the people, not for the politicians wallets..
Liberal policies are responsible to Canada's disasters, but never interested in changing policies to improve Canadians way of life..Government is to work for the people, not for the politicians wallets..
Criticizes Liberal policies for failing to serve citizens and prioritizing political interests over public welfare.
brianclement9240
Feb 17, 2026
Nothing to be proud of our beloved Trudeau. He has destroyed Canada for the past 8 years. This is good for Trudeau as now he has to work for his $
Nothing to be proud of our beloved Trudeau. He has destroyed Canada for the past 8 years. This is good for Trudeau as now he has to work for his $
Directly criticizes Trudeau's 8-year record, claiming he has 'destroyed Canada' and questioning his motives.
Policy Critique
0.88
@dut5111
Mar 4, 2025
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Analytically critiques the framing of policy changes, questioning the logic of the 'mid-match rule change' metaphor.
Policy Critique
0.88
phlinh97
Nov 23, 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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