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
With legalized abortion and many divorces, immigration is extremely vital today
With legalized abortion and many divorces, immigration is extremely vital today
Argument that immigration is economically necessary due to declining birth rates and family dissolution.
Economic Argument
0.75
ENGlishJELLo-yk7up
Sep 30, 2025
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Uses comparative example to argue that immigration is driven by government labor exploitation rather than cultural takeover concerns.
obsessedwithlawnoddswithgr
Feb 24, 2026
Protecting the USA workers
Protecting the USA workers
References worker protection as justification for tariffs, framing the issue in terms of labor and economic competition.
Economic Argument
0.75
@Sams-nv5hx
Mar 4, 2025
Why fix your country when you can just move to Canada and get free shit.
Why fix your country when you can just move to Canada and get free shit.
Critiques immigrants' motivations using economic framing (welfare, benefits) combined with implicit ethnic targeting.
Chr0n
Jan 27, 2026
I hope Trump puts to tarifs up to 50%.
I hope Trump puts to tarifs up to 50%.
Advocates for high tariffs as economic policy, though the intent (supportive or critical) is ambiguous.
@ashd-h4911
Mar 4, 2025
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
References personal vacation spending decisions in response to border policies, framing the issue through economic impact.
krakenbuilt8804
Dec 10, 2025
Highest earning ethnic group and highest tax contributors per capita btw. If they were Japanese no one would be complaining.
Highest earning ethnic group and highest tax contributors per capita btw. If they were Japanese no one would be complaining.
Defends a group's economic contribution while implying differential treatment based on ethnicity, combining economic data with identity-based comparison.
vm8886
Jan 27, 2026
We are spending too much money on foreigners. End of story.
We are spending too much money on foreigners. End of story.
Expresses concern about government spending on immigrants, framed as a resource allocation issue.
andrewkierans
Feb 24, 2026
Lumber to build homes mostly comes from Canada! Trump is a fkn idiot
Lumber to build homes mostly comes from Canada! Trump is a fkn idiot
References Canada's lumber exports (economic interdependence) while insulting Trump, mixing economic fact with personal criticism.
@dext037
Mar 4, 2025
Did they say middle class getting 420 a year savings lol omg stfu
Did they say middle class getting 420 a year savings lol omg stfu
Sarcastically dismisses claimed economic benefits ($420 savings) as inadequate, using humor to critique economic policy claims.
charlescampbell2768
Feb 3, 2026
All bluster. Canadian economy is 1/20th the size....
All bluster. Canadian economy is 1/20th the size....
Dismisses Canadian leadership claims by citing economic disparity, suggesting Canada's smaller economy undermines its credibility.
@bernardqblack
Mar 4, 2025
Immigrants are vital to Canada's economic growth and demographic health. The challenges often attributed to them are largely consequences of policy gaps in integration, settlement support, and long-term infrastructure planning. Improving the system involves refining …
Immigrants are vital to Canada's economic growth and demographic health. The challenges often attributed to them are largely consequences of policy gaps in integration, settlement support, and long-term infrastructure planning. Improving the system involves refining immigrant selection and focusing on successful inclusion rather than reducing numbers.
Argues immigrants are economically vital and frames policy gaps rather than immigration itself as the problem, balancing economic and ethical perspectives.
NorthernFire1
Jan 19, 2026
USA is a consumer society. If USA wants to bring the deficit down then it should consume less. By the way following are the deficits US have by each country in order. Why trymp is …
USA is a consumer society. If USA wants to bring the deficit down then it should consume less. By the way following are the deficits US have by each country in order. Why trymp is not targeting Vietnam, Germany Ireland Japan or South Korea?
\n
\nChina $295.35 B
\nMexico $171.86 B
\nVietnam $129.38 B
\nGermany $88.01 B
\nIreland $87.23 B
\nJapan $72.35 B
\nSouth Korea $69.92 B
\n
\nCanada has $63.3 B trade deficit and mainly due to oil demands in US. All US has to do was to buy less oil from Canada and it would have worked out. US coming after Canada and putting an economic war because it want to acquire Canada. He is learning land grabbing from his friends, you know who is grabbing land in world from sovereign countries.
\n
\nThis may be the last election US had.
Analyzes trade deficits with specific statistics and comparative data across countries, though includes conspiratorial framing about US intentions.
@simsandhu2008
Mar 4, 2025
Tim Horton sont les premiers employeurs d'émigrer
Tim Horton sont les premiers employeurs d'émigrer
References Tim Hortons as a major employer of immigrants, making an economic claim about immigrant employment patterns.
Economic Argument
0.75
rossmartin8263
Feb 26, 2026
Trump force you to be self sustainable and you think it harmes you ? Don't think like a retard . Trump force you're goverment to grow you're life style quality as a simple person , …
Trump force you to be self sustainable and you think it harmes you ? Don't think like a retard . Trump force you're goverment to grow you're life style quality as a simple person , not to be stole by corporations , only people have to win from this.
Argues that Trump's pressure for self-sustainability benefits ordinary Canadians by preventing corporate exploitation and improving quality of life.
@_HotSpot
Mar 5, 2025
Why is trump beefing with the closes countries to us Russia ain’t getting tariffs we barely get anything from Russia
Why is trump beefing with the closes countries to us Russia ain’t getting tariffs we barely get anything from Russia
Questions Trump's tariff strategy while discussing trade relationships and economic impact, primarily focused on economic logic.
@keemalovell5224
Mar 5, 2025
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
Critiques low wages at Tim Hortons while implicitly contrasting with 'white people,' mixing economic complaint with demographic framing.
hristostoev80
Jan 30, 2026
No winners in a trade war
No winners in a trade war
Comment references trade war consequences, which is an economic policy discussion, though brief and lacking detail.
Economic Argument
0.75
@readyforclarity
Mar 5, 2025
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free …
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free health care in Canada call me racist I don't care.
Frames immigration through resource allocation and welfare access, comparing immigrant benefits to senior entitlements.
francesmarion2502
Feb 26, 2026
Canada has such a small population especially compared their less friendly neighbors to the south. Hope they figure out how to retain the skilled people they need to grow strong enough to fend off any …
Canada has such a small population especially compared their less friendly neighbors to the south. Hope they figure out how to retain the skilled people they need to grow strong enough to fend off any threats.
Discusses Canada's population size and need for skilled workers to maintain economic strength relative to neighboring countries.
omghowcueify
Feb 24, 2026
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)