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
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
Wait until China reacts to tariffs, let’s see them call in their US loans!
Wait until China reacts to tariffs, let’s see them call in their US loans!
Discusses potential economic consequences of tariffs and China's financial leverage over the US.
@gazfish
Mar 4, 2025
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Argues that economic impacts affect middle class differently than wealthy, implying voting behavior should change based on class interests.
dalekmasterblaster585
Jan 27, 2026
You gotta realize nobody wants to work at Tim Hortons White people don’t wanna work at Tim Hortons. They only hire Indian people because Indian people have no choice white people will show up late …
You gotta realize nobody wants to work at Tim Hortons White people don’t wanna work at Tim Hortons. They only hire Indian people because Indian people have no choice white people will show up late get drunk randomly quit.
Discusses labor market dynamics and hiring practices while making ethnic generalizations about work ethic.
SahlGood-m3p
Jan 27, 2026
just find ways to make more money guys. youll be alright
just find ways to make more money guys. youll be alright
Suggests financial self-improvement as a response to economic challenges, implying economic resilience as a solution.
Economic Argument
0.75
@PlayMistyforMee
Mar 4, 2025
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
The people behind The Century Initiative will be very wealthy now thanks to the disaster caused by the mass migration. That wealth will roll into the pockets of the 40% of politicians that own rental …
The people behind The Century Initiative will be very wealthy now thanks to the disaster caused by the mass migration. That wealth will roll into the pockets of the 40% of politicians that own rental properties as well. It's about greed and the disregard of real Canadians who struggle due to their poisonous plans.
Frames immigration as economically motivated conspiracy benefiting elites and politicians, mixing economic grievance with unverified claims about wealth transfer.
bcanuck
Jun 20, 2025
Thats why we are in debt
Thats why we are in debt
Links immigration policy to national debt as an economic consequence.
Economic Argument
0.75
retrorich6991
Feb 27, 2026
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
224 a day thats what we get ?????????
224 a day thats what we get ?????????
Comment expresses concern about low financial support ($224/day), combining economic critique with implicit questioning of adequacy.
deuce527
Feb 14, 2026
Pay your fair share
Pay your fair share
Calls for equitable tax contribution, framing fairness in economic terms.
Economic Argument
0.75
@mccachl1
Mar 4, 2025
Dark times are here for working people in all countries facing these tariffs more is going on than what we see.
Dark times are here for working people in all countries facing these tariffs more is going on than what we see.
The comment discusses economic impacts of tariffs on working people across countries, expressing concern about broader economic consequences.
@davetomlinson9063
Mar 4, 2025
I wonder if this activity is to ELEVATE THE POLICE BUDGET TO BILLIONS AND BILLIONS OF DOLLARS 💸 💵 IN THEIR FAVOR? A CHIEF MALES 350K A ACCIDENT SCENE CALL ASKS 15K TO 20K A …
I wonder if this activity is to ELEVATE THE POLICE BUDGET TO BILLIONS AND BILLIONS OF DOLLARS 💸 💵 IN THEIR FAVOR? A CHIEF MALES 350K A ACCIDENT SCENE CALL ASKS 15K TO 20K A MONTH FOR CALL LIST A PROVINCE HAS AVERAGE 20000 ON FORCE EACH MAKING BETWEEN 70K TO 140K EACK A YEARLY! THIS IS A BUSINESS AND BUSINESS IS GOOD 👍
Questions whether immigration enforcement is a financial scheme to increase police budgets, citing salary figures and institutional costs.
Economic Argument
0.75
wille.2010
Feb 18, 2026
OH HOG WASH AND CANADA HAS BEEN TAKING ADVANTAGE OF AMERICA FOR MANY YEARS NOW, WE ARE NOT SCARED
OH HOG WASH AND CANADA HAS BEEN TAKING ADVANTAGE OF AMERICA FOR MANY YEARS NOW, WE ARE NOT SCARED
Claims Canada has exploited America economically and dismisses threat concerns, framed as economic grievance.
@kennethjohnson347
Mar 4, 2025
Like 2008 economy rough gotta get rid of competition
Like 2008 economy rough gotta get rid of competition
Frames immigration as economic competition during difficult times, suggesting removal of immigrants to reduce job competition.
Economic Argument
0.75
cornellbrown-t1x
Dec 25, 2025
At least no ones on fent and welfare🤷♂️🤷♂️
At least no ones on fent and welfare🤷♂️🤷♂️
References welfare dependency and drug use as economic/social concerns about immigrants.
godsman3847
Jan 27, 2026
Canadian must be greatful that Indians R in Canada...for the Canadian Economie...
Canadian must be greatful that Indians R in Canada...for the Canadian Economie...
Argues that Indian immigrants contribute economically to Canada, framing immigration as economically beneficial.
anilchopra4901
Jan 29, 2026
Trudeau is a WEF puppet. A tariff war between Canada and the U.S. is ridiculous to begin with, and it will certainly have negative consequences for the U.S., but much more so for Canada. Let's …
Trudeau is a WEF puppet. A tariff war between Canada and the U.S. is ridiculous to begin with, and it will certainly have negative consequences for the U.S., but much more so for Canada. Let's face it, the U.S. internal market is several times that of Canada. Many businesses in Canada exist only because of their trade with the U.S. The same is not true for the U.S. Trudeau can paint whatever picture he wants to Canadians, but the Trump administration is not made of fools and they are very much aware of the reasons they have for having enforced the tariffs.
Analyzes economic asymmetry between nations and tariff impact, with unsubstantiated 'WEF puppet' claim.
@xavieryates9782
Mar 4, 2025
I'm not an expert by any stretch but I think what America is trying to do is, by doing this, force the US market to start up working again, America can make 90% of everything …
I'm not an expert by any stretch but I think what America is trying to do is, by doing this, force the US market to start up working again, America can make 90% of everything it needs. \n\nThink about WW2. America wasn't reliant on world trade or manufacturing. Quite the opposite actually.\n\nOnly thing that makes sense to me.
Speculates about US economic strategy and self-sufficiency in manufacturing, comparing current policy to historical WW2 economic independence.
@TheSkogarmoar
Mar 4, 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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