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
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need …
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need it and not for temporary foreigners.
Argues immigration should be selective based on economic contribution, opposing welfare access for temporary foreigners while supporting skilled worker immigration.
ssyal1
Jan 15, 2026
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president …
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president Trump . I wish my country leaders love their country as you do to your country . Salute Mr. President Donald Trump
Justifies Trump's policies through economic nationalism and prioritization of national interests over charity.
@abeomar1859
Mar 4, 2025
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Discusses economic earnings of Indian immigrants relative to natives and questions investment patterns across countries.
ZZZAJblob
Feb 8, 2026
The greatest country has greatest debt in world around $38 trillion
The greatest country has greatest debt in world around $38 trillion
The comment critiques Canada's economic status by highlighting national debt, framing it as contradicting claims of greatness.
Chekri_P-31-3_N
Feb 8, 2026
I'm sympathetic to honest hard-working people. Free healthcare has made the dollar value 📉 dramatically. Most of these people have to leave
I'm sympathetic to honest hard-working people.
Free healthcare has made the dollar value 📉 dramatically.
Most of these people have to leave
Balances sympathy for immigrants with economic concerns about healthcare costs and currency devaluation.
InGODweTrust007
Jan 16, 2026
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look …
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look at Boeing. Somehow we need someone that is looking out for US! Trying to bring jobs and industry back to the USA. Trudeau is a terrible leader and I'm happy to see him squirm.
Focuses on job loss, outsourcing, and economic priorities, criticizing both corporate practices and Trudeau's leadership.
@themotofixery
Mar 4, 2025
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Claims immigrants benefit from Canadian taxpayer money while framing it as unfair, mixing economic and identity grievance.
2709games
Mar 3, 2026
United States never needed Canada to survive The US has been getting reamed by Canada and other Countries way too long. If this means our jobs come callback home, then so be it. We are …
United States never needed Canada to survive The US has been getting reamed by Canada and other Countries way too long. If this means our jobs come callback home, then so be it. We are no longer going to pay out more than we are given. US first.....
Argues that US trade relationships are economically unfavorable and prioritizes domestic job creation and national interest.
@ReginaldScottRoss
Mar 4, 2025
Deportation numbers are sad and should be much higher this is costing tax payers and citizens way too much money at least 100,000 per month deported like America.
Deportation numbers are sad and should be much higher this is costing tax payers and citizens way too much money at least 100,000 per month deported like America.
Argues for higher deportation numbers based on fiscal cost to taxpayers, with comparison to US policy.
Denny-u6o
Jan 11, 2026
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Framing US-Canada relations as transactional business rather than charitable friendship.
Economic Argument
0.80
@MariaNewman-v6g
Mar 4, 2025
Time to address the real crisis in Canada, over hiked taxes! Housing crisis, cap on what CEOs are taking in, the old age pension should be lowered to 60, groceries are out of fkn control!!!!!!
Time to address the real crisis in Canada, over hiked taxes! Housing crisis, cap on what CEOs are taking in, the old age pension should be lowered to 60, groceries are out of fkn control!!!!!!
Lists multiple economic grievances including taxes, housing, CEO compensation, pensions, and grocery prices.
qtpi_ontario
Jan 4, 2026
America has been getting ripped off for years and the world economy was running perfectly with that plan. Now we are trying to write anew and everyone is losing their minds!
America has been getting ripped off for years and the world economy was running perfectly with that plan. Now we are trying to write anew and everyone is losing their minds!
Argues that the US economy was previously advantaged and current trade rebalancing is causing disruption.
@Sunnsz
Mar 4, 2025
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need …
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need more mansions and yachts?
Redirects blame from immigrants to corporations and wealth inequality, arguing that systemic economic injustice rather than immigration causes resource strain.
Katieandme123
Feb 11, 2026
Stop getting immigrants. Because you give them low wages compared to Canadian. Give Canadian jobs and spend money on Canadian to advance in their field.
Stop getting immigrants. Because you give them low wages compared to Canadian. Give Canadian jobs and spend money on Canadian to advance in their field.
Argues that immigration depresses wages for citizens and advocates prioritizing domestic workers over immigrants.
neilhenriques9435
Jan 11, 2026
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government …
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government gives them. The whole system regarding these people is corrupt.
Criticism of government wage subsidies and economic system corruption related to a specific group, framed as economic grievance.
Pray4Mojo1
Jan 27, 2026
They are making $80,000/year kicking back watching tv or whatever, enjoying “The great Canadian 3 year vacation “ paid for by the hosting “country” While I’m fighting HOMELESSNESS for being overqualified in a market that …
They are making $80,000/year kicking back watching tv or whatever, enjoying
“The great Canadian 3 year vacation “ paid for by the hosting “country”
While I’m fighting HOMELESSNESS for being overqualified in a market that only what’s $5 workers through a SHAM LMiA system that has no eyes, or teeth
Contrasts immigrant benefits with personal economic hardship and critiques labor market policies affecting wages.
nemesis851_
Feb 27, 2026
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
*The USA has a trade deficit with Canada, they want to rebalance that, what’s to complain about?*
*The USA has a trade deficit with Canada, they want to rebalance that, what’s to complain about?*
Discusses trade deficits and economic rebalancing between nations as justification for policy positions.
@maxflight777
Mar 4, 2025
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
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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)