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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Economic Argument
1,276 comments
Westerners, aren't having children, because we can't afford to. The more immigrants that enter, makes it even more unaffordable for westerners it is to have. On top of that, the constant demonization of (predominantly) white …
Westerners, aren't having children, because we can't afford to.
The more immigrants that enter, makes it even more unaffordable for westerners it is to have.
On top of that, the constant demonization of (predominantly) white people to hate the past, feminism, and queer theory being pushed, definitely doesn't help.
I can't even go to a foodbank for a few basics, without a 3 hour wait from all the recent immigrants that don't speak English, and push their way thru lines
Links immigration to housing affordability and economic hardship for 'westerners,' combining economic grievance with demographic anxiety and identity concerns.
DeToxik
Aug 28, 2025
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Primarily focuses on job competition and economic grievances (taking jobs, wages), though also includes identity-based complaints and cultural anxiety.
richarda38
Aug 25, 2025
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Duplicate of previous comment; primarily focuses on job competition and economic grievances alongside identity-based complaints.
richarda38
Aug 25, 2025
Thanks Liberals for pushing us so far down the hole it's going to take a miracle to get us back on top. Remember the size of family our great grandparents, grandparents had ~ like 7 …
Thanks Liberals for pushing us so far down the hole it's going to take a miracle to get us back on top.
Remember the size of family our great grandparents, grandparents had ~ like 7 to 10 kids, I'm 60 and had 4 siblings. The size of families just keeps getting smaller ~ too expensive for everything for adults and even more so for the cost of a child.
95% of us don't have that silver spoon in our mouths at birth......
Blames government policy for economic hardship and rising costs of living that prevent family formation.
muzictomyears111
Sep 11, 2025
Not straight away but in time these tariffs will save nations from poverty, Learn to start manufacturing and production in your own countries.
Not straight away but in time these tariffs will save nations from poverty, Learn to start manufacturing and production in your own countries.
Argues that tariffs will incentivize domestic manufacturing and reduce poverty through economic self-sufficiency.
@martyhum6263
Mar 4, 2025
I stand for Canadian. I don’t agree Trump tariff war. Only will ruin US economy. Bring higher inflation.
I stand for Canadian. I don’t agree Trump tariff war. Only will ruin US economy. Bring higher inflation.
Asserts Canadian identity while critiquing US tariff policy based on economic impact predictions (inflation, GDP).
@helencheng5889
Mar 4, 2025
Canada, hitting the USA with Tariffs won’t stop businesses from coming to the USA ??
Canada, hitting the USA with Tariffs won’t stop businesses from coming to the USA ??
Disputes the effectiveness of Canadian tariffs as economic policy, arguing they won't deter US business investment.
@Shelby-wn2kk
Mar 4, 2025
We only get eight or 9% natural gas from Canada. It’s not a big deal maple syrup ketchup come on.
We only get eight or 9% natural gas from Canada. It’s not a big deal maple syrup ketchup come on.
Dismissive economic argument that Canadian natural gas imports are minimal, with humorous tone about maple syrup.
@marc6919
Mar 4, 2025
The liberal gov offered money grants to companies for hiring any bindi migrants, so all the Canadian jobs meant for young people were stolen, like timhortons they run now…
The liberal gov offered money grants to companies for hiring any bindi migrants, so all the Canadian jobs meant for young people were stolen, like timhortons they run now…
Claims government hiring incentives displaced Canadian youth from jobs, framing immigration as economic threat with unverified specifics.
TheBaBaTV
Feb 6, 2026
I feel like Canada is more upset about this than the US. Tells you everything you need to know. They are dependent on the US. Digging their own grave
I feel like Canada is more upset about this than the US. Tells you everything you need to know. They are dependent on the US. Digging their own grave
Argues that Canada's economic dependence on the US makes them vulnerable, framing their response as self-damaging.
@joepic85
Mar 4, 2025
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start …
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start businesses but only hire other Indians because of the language barrier. They are also buying up all the houses and alot of them will only rent to their own making it very difficult for Canadians to find houses to rent. Even half the realtors are indian. We have no jobs left very few houses and its makkng Canadians go homeless
Makes multiple specific claims about immigrant behavior (language, hiring, housing) and economic impact (job scarcity, homelessness) without evidence, blending economic grievance with unsubstantiated assertions.
samanthapeel383
Oct 9, 2025
I didn't vote for mass immigration, i didn't vote for immigrants to receive more in income than a Canadian, neither did many others, it isn't racism its facts
I didn't vote for mass immigration, i didn't vote for immigrants to receive more in income than a Canadian, neither did many others, it isn't racism its facts
Claims immigrants receive more income support than Canadians, framing as factual economic concern while defensively asserting non-racist intent.
lisaacount4320
Feb 21, 2026
Now as an American ., the illegal immigrants sem to be getting all the jobs while the American people are paying for everything and out of work and they giving out all kinds of perps,I …
Now as an American ., the illegal immigrants sem to be getting all the jobs while the American people are paying for everything and out of work and they giving out all kinds of perps,I an d I glad Trump is president so he can get the illegal out of this country. you have to blame the globist and NGOs and the WHO for this problem!
Claims illegal immigrants take jobs while Americans pay and remain unemployed, comparing US and Canada situations with unsubstantiated assertions.
valerieburris607
Aug 25, 2025
No winners in a trade war
No winners in a trade war
Comment references trade war consequences, which is an economic policy discussion, though brief and lacking detail.
Economic Argument
0.75
@readyforclarity
Mar 5, 2025
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be …
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be and once we export 4 or 5 million India's our employers will have no choice but to pay over 19 an hour to be a doctor and our kids will have summer jobs again. But no Tim's, eff Tim's they chose a side they are eliminated. It's back to country style donuts the way it should have gone!
Argues that immigration suppresses wages and proposes exporting immigrants to raise labor costs, framing immigration as an economic problem.
CarsonBrandon-m9l
Jan 28, 2026
U.S De-dollarisation as reserve currency is the need of the hour
U.S De-dollarisation as reserve currency is the need of the hour
Discusses economic policy regarding currency and reserve status, framed as an urgent economic need.
Economic Argument
0.75
@chinmoyborah1109
Mar 4, 2025
At least no ones on fent and welfare🤷♂️🤷♂️
At least no ones on fent and welfare🤷♂️🤷♂️
References welfare dependency and drug use as economic/social concerns about immigrants.
godsman3847
Jan 27, 2026
Pay your fair share, the American people aren’t here to work for the world and pay for the world…
Pay your fair share, the American people aren’t here to work for the world and pay for the world…
Frames immigration as an economic burden on American taxpayers, combining fiscal concern with nationalist framing of resource allocation.
@michaelyednak2413
Mar 4, 2025
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
Defends immigrants by citing their economic contributions (tuition billions) against accusations of not contributing, combining economic and fairness arguments.
kentclark9740
Sep 19, 2025
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Makes an economic argument about oil refining dependencies while implying unverified consequences about Russian oil.
@chri6393
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)