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
Sorry, they don't bring anything, they only hire their own, rent to their own etx.. the new batch is even worse,they dont integrate whatsoever, English not a chance!! They take all min wage jobs etc …
Sorry, they don't bring anything, they only hire their own, rent to their own etx.. the new batch is even worse,they dont integrate whatsoever, English not a chance!! They take all min wage jobs etc Canada Imports da 3rd, become da 💩 world!!
Criticizes immigrants for hiring/renting within their communities and taking low-wage jobs, framed as economic harm to Canadians.
Fletchlives247
Jan 27, 2026
As a tax paying Canadian rather see my taxes go here than Ukraine
As a tax paying Canadian rather see my taxes go here than Ukraine
Argues that tax dollars should prioritize domestic immigration spending over foreign aid, framing as economic allocation question.
Man-UsLLP
Dec 25, 2025
canada is a immigration based economy now
canada is a immigration based economy now
Makes a statement about Canada's economic structure and reliance on immigration as an economic model.
Economic Argument
0.82
KidGarden100
Dec 24, 2025
They came here to study . They need to go back. Canadians needs those jobs
They came here to study . They need to go back. Canadians needs those jobs
Argues that international students take jobs needed by Canadian citizens, framing immigration as an economic competition issue.
crystalgrant661
Nov 25, 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
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
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
We have enough. Sorry i need jobs for my sons
We have enough. Sorry i need jobs for my sons
Personal concern about job availability for family members framed as economic scarcity argument.
Adheeb-h4o
Nov 20, 2025
I am sorry for immigrants but we can no longer fund these programs and born Quebec citizens can no longer afford to lose their jobs to immigrants and affordable housing. Wishing them all the best.
I am sorry for immigrants but we can no longer fund these programs and born Quebec citizens can no longer afford to lose their jobs to immigrants and affordable housing. Wishing them all the best.
Argues that immigration strains public funding, job availability, and housing affordability for born citizens, combining economic and welfare concerns.
LittleWander2
Nov 22, 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
This affecting Canadian graduates!
This affecting Canadian graduates!
Raises concern about immigration's impact on employment opportunities for Canadian-educated citizens.
Economic Argument
0.82
jayraycreation
Oct 1, 2025
Not missing, I can tell you where they are, have you tried ordering a coffee lately? Meanwhile our Canadian born children in university looking for extra income are jobless!!!!
Not missing, I can tell you where they are, have you tried ordering a coffee lately? Meanwhile our Canadian born children in university looking for extra income are jobless!!!!
Claims immigrants are taking jobs (coffee service) that Canadian-born youth need, framing immigration as economically harmful to citizens.
Rosie_Afghan
Sep 30, 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
Please...... my born Canadians neeeeed jobs too!!!!!!!!!
Please...... my born Canadians neeeeed jobs too!!!!!!!!!
Expresses concern about job availability for Canadian citizens, framed as an economic priority issue.
daeally
Sep 10, 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
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
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
Close the borders. Nobody seems to be employing canadians under 24 anymore
Close the borders. Nobody seems to be employing canadians under 24 anymore
Commenter links border policy to employment outcomes for young Canadians, framing immigration as economically harmful to domestic job prospects.
googleuser9009
Aug 2, 2025
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Contrasts economic opportunities for immigrants versus Canadian-born citizens in housing markets, framing immigration as creating unfair competition.
rosswatson9144
Jun 20, 2025
The US billionares Jeff Bezoz (Amazon), Bill Gates (Microsoft), Mark Zuckerberg (Facebook Meta), Google and so on completely dominate the European Market with 500 MILLION PEOPLE!. America is ripping us off! We should bann that …
The US billionares Jeff Bezoz (Amazon), Bill Gates (Microsoft), Mark Zuckerberg (Facebook Meta), Google and so on completely dominate the European Market with 500 MILLION PEOPLE!. America is ripping us off! We should bann that and cooperate with China.
Argues US tech companies dominate European markets unfairly, combining economic grievance with international comparison.
@Gimbwi
Mar 5, 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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