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
its crazy how corpos only hire indians and indians also only hire indians but if a canadian would only hire white people he would land in prison there are less and less jobs for canadians
its crazy how corpos only hire indians and indians also only hire indians but if a canadian would only hire white people he would land in prison
there are less and less jobs for canadians
Claims about hiring discrimination and job scarcity for Canadians, mixing anecdotal observation with unsubstantiated generalizations about employment patterns.
bernddasbrot7244
Jan 27, 2026
The US killing its own economy is quite something. ?
The US killing its own economy is quite something. ?
Comments on economic self-harm and negative economic consequences of US policy.
Economic Argument
0.82
@1Anime4you
Mar 4, 2025
Americans are rich so they don’t mind paying import tax.
Americans are rich so they don’t mind paying import tax.
Makes an economic claim comparing American and Canadian wealth in relation to import tax burden.
@jcalm1
Mar 4, 2025
its not just Indians the Mexicans are working illegals on construction for way less money ,and the sad part is that Canadians companies are hire them !
its not just Indians the Mexicans are working illegals on construction for way less money ,and the sad part is that Canadians companies are hire them !
Focuses on wage undercutting and unfair labor practices by employers hiring undocumented workers, framing immigration as economic competition.
Fisherman0123
Aug 25, 2025
Same in Germany. The Indian People dont understand that the degrees are actually wothless. They end Up with uber eats.
Same in Germany. The Indian People dont understand that the degrees are actually wothless. They end Up with uber eats.
Critiques Indian immigrants' educational credentials as worthless and employment outcomes as underemployment, comparing to Germany.
gönnjaminblütchen
Jan 27, 2026
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you
€₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Argues that Indian workers are hired due to superior work ethic and competitiveness, framing employment outcomes through economic merit rather than discrimination.
ShauryaMashruwala-y5d
Jan 29, 2026
Trump just fcked up the entire stock market .
Trump just fcked up the entire stock market .
Claims tariffs caused stock market damage, focusing on economic consequences of the policy.
@primemarketgoods
Mar 4, 2025
the truth is immgriants do not have choice to get way from minimum wage, cuz that is the reason employer want to hire them, if they asked more money, they would be lay off. NEW …
the truth is immgriants do not have choice to get way from minimum wage, cuz that is the reason employer want to hire them, if they asked more money, they would be lay off. NEW SLAVERY!! import more immigrants (slaves from third world countries) to keep canada developing. what a wonderful world we have~
Argues that immigration policy exploits workers through wage suppression and labor market dynamics, framing it as modern slavery with economic motivations.
CheBonRides
Sep 24, 2025
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the …
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the truth.
Commenter provides economic rationale for immigration (technology skills) while addressing Canadian demographic concerns, framing it as a practical policy decision.
dahimoart4821
Jan 27, 2026
Of course they invaded Ontario they keep all jobs for their community . They stay 10 in a two bedroom appt and they work for a salary thats impossible for a decent family to survive
Of course they invaded Ontario they keep all jobs for their community . They stay 10 in a two bedroom appt and they work for a salary thats impossible for a decent family to survive
Combines unverified claims about job hoarding and housing overcrowding with economic arguments about wage suppression and community exclusion.
naziakarramtally4323
Aug 26, 2025
You can go to Dubai and get the MRI for a reasonable price. It’s sad but this is the state of our universal heath care today.
You can go to Dubai and get the MRI for a reasonable price. It’s sad but this is the state of our universal heath care today.
Critiques the state of Canadian healthcare by comparing costs to international alternatives, framing immigration-related policy as economically unsustainable.
Alan-o8l6b
Aug 26, 2025
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire only Indians from India, why is this you ask? subsidize workers? Tim Hortons, Knows. Brampton is now India. I am myself and my tradesmen and I’m disgusted with the amount of taxes that we all pay to subsidize the open border we have in this country. Why? Are we shipping in people that are just gonna get on welfare and provide nothing to this country why is our government still promoting our healthcare system and other countries in order to get people here for some reason our government is selling this country down the drain for some kind of political gain. Well, it’s all financial game but at some point it has to stop. We are the next UK.
Focuses on economic impacts (wages, subsidies, taxes, welfare) while making unverified claims about hiring practices and demographic change.
chrisalcorn4659
Jan 1, 2026
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... …
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... they have a common fearure...they lie constantly about their education and experience. When you are interviewing an Indian IT person , they know everything, according to their answers... but it is a lie.
Claims professional experience to argue Indian IT workers displace Americans and engage in credential fraud, mixing anecdotal narrative with economic impact claims.
direstraitspaws301
Jan 28, 2026
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will show
Argues that immigration-driven economic growth is unsustainable and will eventually cause contraction, citing international examples.
alkinsac
Nov 21, 2025
I'm from a small place in eastern canada , Every tim's has been taken over ! My town might have 2500 people and not one white person works in any tim's within 400 km it's …
I'm from a small place in eastern canada , Every tim's has been taken over ! My town might have 2500 people and not one white person works in any tim's within 400 km it's kinda crazy ! With hardly any jobs maybe they should employ people that's actually from here first ?
Expresses concern about job availability and employment prioritization, grounded in personal observation of workplace demographics in their small town.
blindshot709
Jan 27, 2026
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top …
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top of that who's on every single job now? Well now it's literally impossible to get a job anywhere. Cost of food? Oh yeah it rose 2 folds. Quality of living? Well that dropped 2 folds too.
Attributes housing costs, job scarcity, and inflation to Indian immigration with unsubstantiated causal claims, blending economic grievance with demographic anxiety.
DEEN-E-ISLAM-Tawheed
Feb 24, 2026
If your country is so good stay ther it’s all students it’s a scam they get in to go to school and they stay you get a big cheaque a car a job and a …
If your country is so good stay ther it’s all students it’s a scam they get in to go to school and they stay you get a big cheaque a car a job and a home what about Canadians that are homeless they can’t get nothing because Thers no address and Thers no phone so how can you get money not all are drug addicts that are homeless wen you see a woman get out of her car with two kids take them to day care and go to work if you got a job and no shower no nothing this is wrong this poor lady it made me want to cry two kids mom and a car living like a vagrant because others from other country’s have the apts a nice home and we got shit
Focuses on resource allocation and economic disparity, arguing immigrants receive benefits while homeless Canadians are neglected, combining economic and fairness concerns.
JeffLeblanc-k6b
Aug 25, 2025
He talks as if there's no trade imbalance. Us goods going into canada at a higher rate. A good neighbor doesn't allow fentanyl and illegals into our country. The usa does not need canada. The …
He talks as if there's no trade imbalance. Us goods going into canada at a higher rate. A good neighbor doesn't allow fentanyl and illegals into our country. The usa does not need canada. The usa is the third largest in population. The usa is its own ecosystem. The usa needs nothing from canada. I stand with President Trump and Made in USA.
Focuses on trade imbalance and economic self-sufficiency while expressing security concerns about fentanyl and immigration, asserting American independence.
@BenjaSariwatta
Mar 4, 2025
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
Argues that high immigration and temporary foreign worker numbers under previous government suppressed wages and strained services.
fredrobbins8212
Feb 24, 2026
Immigration is a thing, and we’re soft on it. Some have disabled family members and that’s why they come here. Ok. But there has to be balance. Not a burden on my kids backs, like …
Immigration is a thing, and we’re soft on it. Some have disabled family members and that’s why they come here. Ok. But there has to be balance. Not a burden on my kids backs, like economic slaves.
Expresses concern about immigration's economic burden on future generations, framing immigrants as a fiscal liability despite acknowledging legitimate reasons for immigration.
Greendreams3838
Feb 27, 2026
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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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