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
everyone wants our money and gets angry when they dont get it, WE ARE IN DEBT. we are trying to solve the debt and not just continually give aid to be people that dont need …
everyone wants our money and gets angry when they dont get it, WE ARE IN DEBT. we are trying to solve the debt and not just continually give aid to be people that dont need it. Work for your own country and help your own country thrive, be independant like the canada you want to be. stop being a leech.
Focuses on Canada's debt and economic constraints as justification for limiting aid, with some us-vs-them framing about dependency.
@brutalistconcrete25
Mar 4, 2025
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 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
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
America got one big madness President at the White House. We believe he already open the Bank of America to receive 25 percent from Canada ?? , 25 percent from Mexico ?? and another 10 …
America got one big madness President at the White House. We believe he already open the Bank of America to receive 25 percent from Canada ?? , 25 percent from Mexico ?? and another 10 percent from China ??. These tariffs (taxes) are for US government work? Trump is that Federal government himself. Gurrentee the prices will go up .Trump does care about the poor but himself. This is very bad for partnership with Canada? Trau speak the truth
Focuses on tariffs, taxes, and economic impact on prices and the poor, with criticism of Trump's policies.
@PaulXiong-q4r
Mar 4, 2025
Cry baby Just build your factories here in USA and there is no tariff. We owe you nothing.
Cry baby Just build your factories here in USA and there is no tariff. We owe you nothing.
Frames the tariff issue as an economic choice, arguing companies should relocate to avoid tariffs rather than Canada being owed anything.
@bettyfourman5438
Mar 4, 2025
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Links immigration to unemployment and job-finding difficulties, with a question about wait times framed as an economic concern.
Hashin-m2p
Jan 20, 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
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
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
All Americans want is reciprocal tariffs..(preferably zero%)if we cut a tree down the government is up our ass
All Americans want is reciprocal tariffs..(preferably zero%)if we cut a tree down the government is up our ass
Discusses tariff policy and government regulation of business, framing it as an economic fairness issue.
@s.o.c_914
Mar 4, 2025
I believe that once we get everything on line, we can weather out the storm. What does Canada have that we don't have? All we want is a fair deal. We have endured the burden …
I believe that once we get everything on line, we can weather out the storm. What does Canada have that we don't have? All we want is a fair deal. We have endured the burden of ensuring the safety and economic development of our allies. They have all benefitted, and it is time for them to offer some relief while Trump works on our problems back home.
Discusses economic burden-sharing and fair deals between nations, with underlying us-vs-them framing about American sacrifice.
@robertbusso6859
Mar 4, 2025
I’m from the U.S, Help us get out of this horrendous atrocity of a country ?
I’m from the U.S, Help us get out of this horrendous atrocity of a country ?
Comments on economic hardship from tariffs affecting all citizens.
Economic Argument
0.75
@rebel.grace3_85
Mar 4, 2025
So far the US has lost more, their stock market has crashed
So far the US has lost more, their stock market has crashed
Discusses economic impacts (stock market) as evidence of relative harm to the US in the conflict.
@winterMB91
Mar 4, 2025
We all got to pay this price inflation ??
We all got to pay this price inflation ??
Raises concern about inflation costs affecting citizens, framed as a question.
@lilliantorres112
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
U need to understand what Trump wants? He aims to restore the industrial glory that the U.S. once had.
U need to understand what Trump wants? He aims to restore the industrial glory that the U.S. once had.
Explains Trump's economic motivations by referencing industrial restoration and national economic priorities.
@shuilee2781
Mar 4, 2025
few more years I don’t think there is more business in U.S. you grow your own, you manufacture your own, no more trade
few more years I don’t think there is more business in U.S. you grow your own, you manufacture your own, no more trade
Discusses economic shifts including manufacturing, trade, and self-sufficiency in comparative context between nations.
@colinsuen8049
Mar 5, 2025
Get ready for more hyper trumpflation
Get ready for more hyper trumpflation
Predicts negative economic consequences (inflation) attributed to Trump without substantiation.
@ldo1308
Mar 5, 2025
The reopening of coal mines, oil rigs, wells, refineries, and power plants, along with the return of several companies to the United States similar to the trends observed during Trump's first term, indicates a positive …
The reopening of coal mines, oil rigs, wells, refineries, and power plants, along with the return of several companies to the United States similar to the trends observed during Trump's first term, indicates a positive outlook for job creation. For the first time in many years, we have reopened America to mineral mining opportunities, Zelensky's supporters are beginning to turn against him regarding negotiations for assistance in the Ukraine conflict. Engaging in discussions with Putin to reach an agreement aimed at halting the war should not be misconstrued as forming an alliance with him; rather, it is a pragmatic approach. In diplomacy, it is common to negotiate with individuals one may not personally favor, this will lead to a Huge Mineral rights deal
Comment makes specific claims about job creation, mining opportunities, and economic trends without evidence, framed as economic argument with unsubstantiated assertions.
@Jeffs40K
Mar 5, 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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Discourse Quality (Perspective API)