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
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
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
We as Canadians are having a hard time finding work as the Liberals are killing people off the English speaking culture.
We as Canadians are having a hard time finding work as the Liberals are killing people off the English speaking culture.
Claims Canadians are struggling to find work due to government policy, framed through cultural identity loss and demographic anxiety.
jillwhiting919
Feb 6, 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
The problem is you are busy pointing other instead focusing on real issue these indian providing better quality skills at low wages and that's what helping you earn white's wanna earn more work less and …
The problem is you are busy pointing other instead focusing on real issue these indian providing better quality skills at low wages and that's what helping you earn white's wanna earn more work less and accusing them that they only work for money 😂
Argues that Indian workers provide better skills at lower wages, addressing wage competition and labor market dynamics while invoking ethnic identity.
SourabhPad
Sep 24, 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
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and …
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and racist just bcz indians are more rich then native canadians 😂😂😂...
Uses economic metrics (taxes, wealth) to argue Indian immigrants outperform native Canadians, with sarcastic tone suggesting ironic commentary on racism.
thelegendchakraborty8591
Feb 6, 2026
We need to buy, make and provide all Americans needs. So on that point keep your products.
We need to buy, make and provide all Americans needs. So on that point keep your products.
Advocates for economic self-sufficiency and rejecting American products, framing trade as an economic strategy.
@LILYLOVESFROGS
Mar 4, 2025
This should pop the asset bubbles nicely ?
This should pop the asset bubbles nicely ?
Speculates about economic consequences (asset bubbles) resulting from the tariff situation discussed in the video.
Economic Argument
0.75
@aceyboy
Mar 5, 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
These tariffs won't last or the American people will make Trump regret it.
These tariffs won't last or the American people will make Trump regret it.
Discusses tariff policy and predicts economic consequences will force political change.
Economic Argument
0.75
@anared1990
Mar 5, 2025
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
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
does trudeau really think he gets to criticize another nations economy? living in Canada is a financial nightmare. Canada will regret not complying. Canada is about to become unlivable. bye bye Canada. hello 51st state …
does trudeau really think he gets to criticize another nations economy? living in Canada is a financial nightmare. Canada will regret not complying. Canada is about to become unlivable. bye bye Canada. hello 51st state of the union
Focuses on economic hardship in Canada and financial consequences of non-compliance, with apocalyptic framing about national viability.
@chrislujan3292
Mar 4, 2025
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
Americans are about to have massive job loss.
Americans are about to have massive job loss.
Asserts a specific economic prediction about American job loss without evidence, combining economic concern with unsubstantiated claim.
@samb391
Mar 5, 2025
This increases the costs of food, gas, and cars and will mostly impact trump supporters, americans are so stupid.
This increases the costs of food, gas, and cars and will mostly impact trump supporters, americans are so stupid.
Focuses on economic impacts (food, gas, car costs) while making a partisan identity claim about Trump supporters.
@spicymustard98
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
Prices of rental properties are inflated by immigration of non canadian owners Check it out
Prices of rental properties are inflated by immigration of non canadian owners Check it out
Claims immigration causes housing inflation without providing evidence, framing it as an economic concern.
@DenyseLRoss
Mar 5, 2025
Reality is that Canada does not have a housing problem, it has a occupancy level problem, That can only be solved by having more babies.
Reality is that Canada does not have a housing problem, it has a occupancy level problem, That can only be solved by having more babies.
Reframes the housing crisis as an occupancy problem and proposes demographic solutions, engaging with economic policy analysis.
LARRIE_COLE
Apr 16, 2025
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)