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
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE?
Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Commenter describes personal job loss due to immigrant competition and wage undercutting, framed as an economic grievance with suicidal ideation as emotional expression of desperation.
DanielBeaton-r1d
Jan 27, 2026
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Cites specific economic impacts (population growth, insurance rates) with personal anecdote about insurance costs as evidence.
KelvintoKind3
Jan 27, 2026
Meanwhile..Canadian Colleges are Strapped for CASH and GOING ON STRIKE..😡
Meanwhile..Canadian Colleges are Strapped for CASH and GOING ON STRIKE..😡
Critiques the economic impact on Canadian institutions, highlighting financial strain on colleges as a consequence of immigration policy.
Economic Argument
0.85
krugmeister7301
Jan 27, 2026
My kids cannot get a simple job, cannot afford the housing and food, that's what happens to Canada with a mass of immigration without providing job houses, care, and schools
My kids cannot get a simple job, cannot afford the housing and food, that's what happens to Canada with a mass of immigration without providing job houses, care, and schools
Combines personal experience (children's job/housing struggles) with economic argument that mass immigration without infrastructure causes domestic hardship.
moeemadi3620
Dec 29, 2025
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when …
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when the family get here they stop supporting them and the Canadians has to maintain them. It also become a burden on
Commenter references personal knowledge of sponsorship cases and argues that family immigration creates economic burden on taxpayers through healthcare and social support costs.
nas8040
Apr 14, 2025
Organized corporate plan to bring in cheap exploitable, unskilled, labour under the label "student", get them to full time work, who pay for the placement in exchange for documents, in addition to gov subsidies to …
Organized corporate plan to bring in cheap exploitable, unskilled, labour under the label "student", get them to full time work, who pay for the placement in exchange for documents, in addition to gov subsidies to corps. No housing, no infrastructure, no accountability, tanked wages. Extra comma$ in CEO bank accounts, modern day slavery.
Focuses on economic exploitation, wage suppression, corporate profit, and labor market impacts of immigration policy.
Kuniokub
Jun 23, 2025
Tax cut for middle class that was voided by inflation. Have you seen the price of butter LOL. What a joke approx $44.00 per month. Nothing substantial. Virtual signalling
Tax cut for middle class that was voided by inflation. Have you seen the price of butter LOL. What a joke approx $44.00 per month. Nothing substantial. Virtual signalling
Focuses on the inadequacy of tax cuts relative to inflation and cost of living, critiquing the economic impact of policy.
johnjet23
Jan 21, 2026
There is a fundamental error here: if universities are struggling due to lack of students, without government programs, then the university is not economically viable and should close. Otherwise, they are just a government department.
There is a fundamental error here: if universities are struggling due to lack of students, without government programs, then the university is not economically viable and should close.
Otherwise, they are just a government department.
Argues that universities dependent on government programs lack economic viability, framing immigration policy through fiscal sustainability logic.
enge.marcelo
Jan 22, 2026
Who is paying for these hearing ? Who is paying for their medical care? How are they contributing to Canada ? If they are burdens to our system which us Canadians have paid into our …
Who is paying for these hearing ? Who is paying for their medical care? How are they contributing to Canada ? If they are burdens to our system which us Canadians have paid into our entire lives they need to go right now asap! We need our money to go into our people.. into housing and healthcare for the people that have been born and raised here! Not strangers that just landed.
Questions immigrants' economic contribution and argues resources should prioritize citizens over newcomers, with us-vs-them framing.
bonniemac8479
Dec 28, 2025
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
Focuses on employment scarcity, economic shutdowns, and currency/purchasing power issues as reasons against immigration.
NormanBjornson
Apr 15, 2025
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
Argues immigration harms Canadian job availability and youth employment, calling for stricter laws.
kirkadams6824
Jan 20, 2026
Let people that are working or own businesses paying taxes stay. If they are net negative. No free hand outs paid by Canadian taxpayers.
Let people that are working or own businesses paying taxes stay. If they are net negative. No free hand outs paid by Canadian taxpayers.
Focuses on economic contribution (taxpayers, net positive/negative) as the basis for immigration policy, with implicit critique of welfare spending.
freetimeflip6438
Jan 21, 2026
countries can't survive this, never mind all the debt we have packed on the last ten years.
countries can't survive this, never mind all the debt we have packed on the last ten years.
Expresses concern about national economic sustainability linked to immigration and debt, framing it as an economic crisis.
892303001
Jan 19, 2026
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Argues that government subsidies for immigrant labor programs harm Canadian youth employment opportunities.
Musician_Robert
Aug 25, 2025
Send all the immigrants home, our teens in Canada can’t get jobs like @ a Tim Hortons, Wendy’s because the immigrants all have the jobs, time to go home
Send all the immigrants home, our teens in Canada can’t get jobs like @ a Tim Hortons, Wendy’s because the immigrants all have the jobs, time to go home
Claims immigrants are taking jobs from Canadian teens, framing immigration as an economic threat without evidence.
kenrourke7430
Aug 25, 2025
Get used to it Carney and Trudeau's plans are going as planned. The government knows they have more to benefit by overwhelming us with immigrants it also helps drive down wages.
Get used to it
Carney and Trudeau's plans are going as planned. The government knows they have more to benefit by overwhelming us with immigrants it also helps drive down wages.
Argues government deliberately uses immigration to suppress wages and overwhelm citizens, combining economic and policy critique.
IsabelleKislig
Aug 25, 2025
People don't have kids because they can't afford it. Make life affordable and Canadians will have more kids. That's the best solution.
People don't have kids because they can't afford it.
Make life affordable and Canadians will have more kids.
That's the best solution.
Argues that affordability is the root cause of low birth rates and proposes economic solutions as policy remedy.
savitaabdale8532
Aug 25, 2025
The population going down INCREASES wages Its why you all have higher wages despite being the same gdp as Mexico
The population going down INCREASES wages
Its why you all have higher wages despite being the same gdp as Mexico
Argues that lower population growth increases wages and explains Canada's wage advantage over Mexico through labor supply economics.
Economic Argument
0.85
HackersSun
Aug 25, 2025
Canadian businesses wanting cheap subsidized foreign labour caused all of this
Canadian businesses wanting cheap subsidized foreign labour caused all of this
Attributes immigration policy to business interests seeking cheap labor, framing it as an economic driver rather than humanitarian or political choice.
videomofo
Aug 10, 2025
That works out to $4,336 per deportation. A bargain.
That works out to $4,336 per deportation. A bargain.
Evaluates cost-per-deportation as economically reasonable.
Economic Argument
0.85
00dfm00
Dec 25, 2025
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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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