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
I just hope they realize they are stealing jobs.... I haven't been employed in years and everywhere I go its Indian people... Can't even get a job at mc donalds....
I just hope they realize they are stealing jobs.... I haven't been employed in years and everywhere I go its Indian people... Can't even get a job at mc donalds....
First-person account of unemployment attributed to immigrant job competition, particularly Indian workers.
LEGIT_G4MEZ
Feb 3, 2026
I’m from the USA & I know someone that works for a world 🌎 know company that made their employees train these people to do their jobs that they could’ve taken USA college grads to …
I’m from the USA & I know someone that works for a world 🌎 know company that made their employees train these people to do their jobs that they could’ve taken USA college grads to do but the company trained them because they pay them less money 🤬disgusting 🤬
Anecdotal account of wage suppression through immigrant hiring practices, framing immigration as economically harmful to domestic workers.
chrissy0078
Feb 24, 2026
If you do not have coverage from your company you have to pay but refugees get free
If you do not have coverage from your company you have to pay but refugees get free
Compares healthcare coverage disparities between citizens and refugees, framing immigration as an economic fairness issue.
gitanjalisimon-rasiah16
Feb 27, 2026
Canada complaining about tarrifs when they’ve had tarrifs on USA for YEARS! Why is it fair for Canada to have tarrifs on USA and as soon as USA puts tarrifs on Canada Canada is the …
Canada complaining about tarrifs when they’ve had tarrifs on USA for YEARS! Why is it fair for Canada to have tarrifs on USA and as soon as USA puts tarrifs on Canada Canada is the victim??? ? laugh my ass off. Canada you are NOT the victim!!! Tarrifs will effect your country the most.
Argues about tariff fairness and economic impact, comparing Canada's historical tariffs to current US tariffs to dispute victim status.
@Heathermariieee
Mar 4, 2025
Trump and musk dont care because they dont feel the pain at the pump or grocery store. It hurts the people that live paycheck to paycheck that have mortgages and rent. So, trump and musk, …
Trump and musk dont care because they dont feel the pain at the pump or grocery store. It hurts the people that live paycheck to paycheck that have mortgages and rent. So, trump and musk, who are billionairs, dont care
Argues that wealthy leaders don't experience economic hardship affecting working-class people with mortgages and rent.
@MeOmny
Mar 4, 2025
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
Questions government spending on benefits for non-citizens, framing immigration through fiscal responsibility concerns.
DanSmith-xj3cr
Dec 27, 2025
United States will take parody with Canada as far as tariffs are concerned. We just want fair trade. The deals signed by United States were bad deals. We just want fair and even trade. We …
United States will take parody with Canada as far as tariffs are concerned. We just want fair trade. The deals signed by United States were bad deals. We just want fair and even trade. We will be back to normal soon as we make tariffs equal on both sides. We love Canadians, we just want even tariffs. Peace out
Focuses on tariffs and trade fairness as the core issue, framing the dispute as economic rather than hostile.
@bruceyoung565
Mar 4, 2025
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. …
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. Some left for USA, better pay, lower housing costs.
Those that do not have skills in demand, having a job, it's pay is worth the cost of living pain.
Analyzes economic factors (housing costs, wages, cost of living) driving immigrant retention and departure decisions in Canada.
ZebraAfrica
Feb 16, 2026
Indians are the only Net Positive immigrant community in the world.. Indians are 1% of the U.S. but they pay over 10% of the taxes paid to the IRS..
Indians are the only Net Positive immigrant community in the world.. Indians are 1% of the U.S. but they pay over 10% of the taxes paid to the IRS..
Claims Indians are economically beneficial (tax contribution) while asserting their superiority as an immigrant group.
MMX-fh5tn
Jan 27, 2026
He is going to Bankrupt America
He is going to Bankrupt America
Makes a claim about economic consequences (bankruptcy) of Trump's policies on the American economy.
Economic Argument
0.85
@jamiehill9137
Mar 4, 2025
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Warns of severe economic consequences ('max pain') from Trump's tariff policy affecting multiple countries.
@bluetoughguy
Mar 4, 2025
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s …
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s shelves stocked
Defends South Asian immigrants' economic contribution to trucking and supply chains with statistical framing.
lalitjeevanlalkohli2334
Jan 27, 2026
Financial difficulties isn’t new but it’s worse than ever. Bringing too many immigrants at once isn’t positive for anybody.
Financial difficulties isn’t new but it’s worse than ever. Bringing too many immigrants at once isn’t positive for anybody.
Focuses on financial difficulties and economic impact of immigration volume, framed as a policy concern.
carlagarrett8584
Feb 19, 2026
The problem I have is you let a totally different culture get to go to your country and roll out the red carpet with free housing, food stamps etc while your citizens struggle to get …
The problem I have is you let a totally different culture get to go to your country and roll out the red carpet with free housing, food stamps etc while your citizens struggle to get by. It’s a slap in the face
Frames immigration as an economic injustice, arguing that resources given to immigrants are unfairly withheld from struggling citizens.
JH-vb1wo
Jan 27, 2026
Deportations are cheaper than hotel rooms
Deportations are cheaper than hotel rooms
Makes a cost-benefit argument that deportations are more economically efficient than housing immigrants in hotels.
Economic Argument
0.85
forestranger1
Dec 29, 2025
SLASHED!!! From 395,000 new wards of the state to 380,000, all paid for by "middle class" taxpayers, who increasingly aren't. Canada is cooked.
SLASHED!!! From 395,000 new wards of the state to 380,000, all paid for by "middle class" taxpayers, who increasingly aren't. Canada is cooked.
Focuses on fiscal burden of immigration on taxpayers and economic sustainability concerns.
sylvansmyth
Jan 3, 2026
*ITs your kids futures folks* CANADA is badly in debt with ZERO to show for it MINUS double the population
*ITs your kids futures folks* CANADA is badly in debt with ZERO to show for it MINUS double the population
Expresses concern about Canada's debt and population growth as economic problems affecting future generations, combining fiscal anxiety with demographic concern.
timedmonds3
Dec 30, 2025
So we paid to bring g them here. Then paid to house and feed them. Now we are paying to send them home. This is moronic.
So we paid to bring g them here. Then paid to house and feed them. Now we are paying to send them home. This is moronic.
Critiques the financial inefficiency of immigration policy through enumeration of government spending across the immigration lifecycle.
sampirro6625
Dec 31, 2025
400 a week isn't anywhere close enough. Should be 10x that.
400 a week isn't anywhere close enough. Should be 10x that.
Argues that financial support ($400/week) is insufficient, focusing on economic adequacy.
Economic Argument
0.85
xbox360fan1956
Dec 25, 2025
Would be wonderful if true. The illegals cost more if let in the country. I'm all for my tax money to be spent on removing them from the country.
Would be wonderful if true. The illegals cost more if let in the country. I'm all for my tax money to be spent on removing them from the country.
Focuses on cost of undocumented immigrants and tax spending, framed as economic concern with implicit policy position on deportation.
ImpalerVlad
Dec 25, 2025
Compare Videos
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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Discourse Quality (Perspective API)