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
Meanwhile, working families on both sides will suffer.
Meanwhile, working families on both sides will suffer.
Expresses concern about economic hardship for working families as a consequence of political conflict.
@rodneymcfadden4802
Mar 4, 2025
Trudeau received a poll boost from Trump hatred. Yet Canadians are priced out of their own country which has limitless land. So what’s with property prices and house prices??
Trudeau received a poll boost from Trump hatred. Yet Canadians are priced out of their own country which has limitless land. So what’s with property prices and house prices??
Critiques housing affordability and property prices as a policy failure, questioning why abundant land hasn't solved the crisis.
@AlchemicalForge91
Mar 4, 2025
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Argues that Indian immigrants contribute economically while dismissing native-born citizens' economic value.
AbhishekB-r1y
Jan 27, 2026
Let them in under the condition they work in the trades building houses.
Let them in under the condition they work in the trades building houses.
Proposes conditional immigration policy linking admission to labor contribution in construction trades, framing immigration through economic utility.
jacksontupper8764
Jan 5, 2026
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
Personal account from Ontario resident linking immigration to deteriorating job opportunities in their region.
AdventuresWithTy
Jan 27, 2026
only 6k cad is crazy ngl
only 6k cad is crazy ngl
Expresses concern about the economic amount ($6k CAD) being inadequate or problematic.
Economic Argument
0.80
EbruBatak-qp7lu
Jan 27, 2026
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Combines personal economic hardship narrative with claims of ethnic discrimination in hiring and business ownership, framing immigration as economic threat.
somebomberkid
Jan 29, 2026
It’s funny because Indians are the highest earning ethnicity in America 😂
It’s funny because Indians are the highest earning ethnicity in America 😂
Uses economic data about Indian earnings to counter negative stereotypes with factual counterargument.
rajk6956
Jan 27, 2026
So thats why i cant find a job
So thats why i cant find a job
Attributes job scarcity to immigration, making an economic argument about labor market competition.
Economic Argument
0.80
lilMonie13992
Jan 29, 2026
57k you cannot afford a house, so middle class is normal now to not be able to afford a house?
57k you cannot afford a house, so middle class is normal now to not be able to afford a house?
Raises concerns about housing affordability and middle-class economic decline in relation to immigration numbers.
Alex_fortin30
Jan 3, 2026
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing …
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing my insurance to double year after fucking year on a 1996 Toyota with 200k miles. Same shit for CDL drivers. You have illegals with no license operating a train on wheels at 80mph on the freeway.
Comment focuses on economic impacts of immigration policy, specifically rising insurance costs attributed to undocumented immigrants.
liammoodyfilms
Jan 29, 2026
crime up taxes up poverty up asses up
crime up taxes up poverty up asses up
Lists negative economic and social metrics (crime, taxes, poverty) as evidence of policy failure, with crude rhetorical emphasis.
ManBearPigTroll69
Jan 3, 2026
i hope you can stand the eventuality and significant economic and interpersonal effect this will promote. i agree principally with none of this, its unnecessary and extremist in leaning. but i can stand it and …
i hope you can stand the eventuality and significant economic and interpersonal effect this will promote. i agree principally with none of this, its unnecessary and extremist in leaning. but i can stand it and saw this ahead of time as eventual. my question is can you stand these economic effects . did they ask you on the campaign trail? well . i also suspect as an independent that we will be both affected and tested. Consider those in power in government and big business who see to these situations becoming realities for American citizens , remember they live in mansions and have generational wealth. they can lose billions and withstand it. They will not now or ever feel the effects of their poorly thought through actions. we will. we will have to. I'll never ask anyone to do something i wont.i suspect our leading majority which i came from formerly up until this point wont balance this situation. keep that in mind.
Focuses on economic effects of policy decisions and class inequality, questioning whether ordinary citizens were consulted about consequences.
@louiscarrillo5873
Mar 4, 2025
Without ice, you would be spending your hard-earned tax dollars on taking care of these people.
Without ice, you would be spending your hard-earned tax dollars on taking care of these people.
Frames immigration as a fiscal burden on taxpayers, combining economic resentment with implicit threat framing about public resource allocation.
yli5531
Jan 27, 2026
Amazing, spend money to bring them in, now we gotta spend money again to send them home! yay!
Amazing, spend money to bring them in, now we gotta spend money again to send them home! yay!
Sarcastically critiques the economic inefficiency of spending on both immigration intake and deportation.
kamenidriss
Dec 25, 2025
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
Discusses tariffs and trade advantage between Canada and the US, framing it as economic exploitation.
@bigbloc540
Mar 4, 2025
WE DONT NEED WORKERS. NONE OF THIS LABOUR IS SKILLED!
WE DONT NEED WORKERS. NONE OF THIS LABOUR IS SKILLED!
Argues that immigration is unnecessary because the labor being brought in is not skilled, critiquing the economic rationale for immigration policy.
PerfectDark_77
Jan 30, 2026
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
Proposes that mass immigration is a fiscal strategy to address national debt and aging population issues.
DavidGS66
Jan 27, 2026
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Comment focuses on financial impact and earnings related to deportation legal fees.
Economic Argument
0.80
derekjohnson5522
Dec 29, 2025
This is happening when people are dying on waiting lists for surgery
This is happening when people are dying on waiting lists for surgery
Contrasts immigration spending with domestic healthcare resource allocation, implying misplaced priorities.
janlwalsh
Feb 26, 2026
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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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