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
Sucks to be the guy on the bike. Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t …
Sucks to be the guy on the bike.
Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t afford a car, a “poor white trash” as he described it and all you see is immigrant who came to your city owning cars ,houses, businesses while all you do is complain 😂😂 yikes
Focuses on economic disparities between native-born citizens (unable to afford cars/housing) and immigrants (owning businesses/property), with class-based identity framing.
RayanZeeks
Jan 27, 2026
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
How can this be good for America? I am not buying it. The tariffs I mean, the speech was excellent! :)
How can this be good for America? I am not buying it. The tariffs I mean, the speech was excellent! :)
Expresses skepticism about tariffs' economic impact while praising the speech itself, focusing on economic policy concerns.
@karlis6235
Mar 4, 2025
We love Canada. Tariffs fail. Especially tariffs on friends. We are $36 TRILLION in debt. We need to block trade, but not with friends.
We love Canada. Tariffs fail. Especially tariffs on friends. We are $36 TRILLION in debt. We need to block trade, but not with friends.
Focuses on tariffs, national debt, and trade policy impacts while expressing support for Canada, grounding the argument in economic reasoning.
@jimf2525
Mar 4, 2025
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
The tariffs will hurt Canada much more than America. Any rational thinking person knows this. Our Canadian stores will be empty and what is in them will double in price. You may not like to …
The tariffs will hurt Canada much more than America. Any rational thinking person knows this. Our Canadian stores will be empty and what is in them will double in price. You may not like to hear this, but you know that this is true.
Predicts negative economic consequences of tariffs on Canada including supply shortages and price inflation.
@debrobinson8134
Mar 4, 2025
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
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
Hire skills not culture.
Hire skills not culture.
Advocates for merit-based immigration selection focused on skills rather than cultural considerations.
Economic Argument
0.82
elindil9303
Feb 13, 2026
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
Claims ethnic group causes housing inflation while defensively denying racism, framing economic grievance as factual rather than prejudicial.
falconpunch6360
Jan 27, 2026
Average Canadian home price as of Jan 2025 $720,000, 9 Years as Prime Minister before Trumps first term. People eating up the gibberish ad if he isnt a key figure why Canadas economy and living …
Average Canadian home price as of Jan 2025 $720,000, 9 Years as Prime Minister before Trumps first term. People eating up the gibberish ad if he isnt a key figure why Canadas economy and living cost skyrocketed before trump. He couldn't even fix ut when Biden was in office.
Critiques the Prime Minister's economic record by citing housing prices and cost of living increases over his tenure.
@markb1304
Mar 4, 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
You just don’t want to lose the billions of dollars we Americans give you yearly
You just don’t want to lose the billions of dollars we Americans give you yearly
Frames the dispute in terms of financial aid and economic dependency, comparing relative contributions between nations.
@tomgrossi4431
Mar 4, 2025
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state before the next 30 years end.
Argues immigration is economically beneficial as consumer spending and necessary to prevent American absorption.
thegirlsquad2500
Nov 21, 2025
Canadians don't want to work so Indians come here to work.
Canadians don't want to work so Indians come here to work.
Frames immigration through labor market dynamics, suggesting immigrants fill workforce gaps Canadians avoid.
aiisajokee
Feb 3, 2026
I just looked it up. Per capita Canada has a higher inflation rate and per capita Canada has more homeless people than America
I just looked it up. Per capita Canada has a higher inflation rate and per capita Canada has more homeless people than America
Presents economic statistics (inflation, homelessness) comparing Canada and America per capita to challenge a narrative.
@Robertnoparty
Mar 4, 2025
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 for one would be happy to live in Canada and pay taxes to them instead of the US. Open your doors, Canada, and you will get people investing in your economy. Mass exodus.
I for one would be happy to live in Canada and pay taxes to them instead of the US. Open your doors, Canada, and you will get people investing in your economy. Mass exodus.
Personal willingness to immigrate framed around economic benefits (tax contribution, investment) and policy openness.
@CSLakin
Mar 4, 2025
He realizes we sent 70% export to the US.. They export back 2%. Lol ? this guy is absolutely stupid and non threatening. ?
He realizes we sent 70% export to the US.. They export back 2%. Lol ? this guy is absolutely stupid and non threatening. ?
Focuses on trade imbalance statistics (70% vs 2% exports) to argue the US negotiating position is unreasonable, using economic data as primary argument.
@Celebri-tubed
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
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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)