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
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
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
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
Anyone making less than a living wage just shouldn't have their labour taxed at all
Anyone making less than a living wage just shouldn't have their labour taxed at all
Argues about tax policy and living wages, framing labor taxation as unfair for low-income workers.
Economic Argument
0.75
evelyndanforth8346
Jan 22, 2026
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
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
Our farmers are going to find out we get almost all our fertilizer from Canada. ?
Our farmers are going to find out we get almost all our fertilizer from Canada. ?
Raises economic concern about fertilizer dependency on Canada, though the specific claim lacks supporting evidence.
@michaelgonos3165
Mar 4, 2025
Don't forget, we, US, spending much money and giving you unlimited guarantee of security from foreign enemies all the time.
Don't forget, we, US, spending much money and giving you unlimited guarantee of security from foreign enemies all the time.
Argument about US military spending and security guarantees as economic/strategic justification for trade demands.
@Issaco693
Mar 4, 2025
Canada has been stealing money from the usa for way to long....we are done helping you for free.....CANADA YOU ARE NOT A FRIEND NEVER HAVE BEEN...TRUDEAU IS TRASH KEEP CRYING???
Canada has been stealing money from the usa for way to long....we are done helping you for free.....CANADA YOU ARE NOT A FRIEND NEVER HAVE BEEN...TRUDEAU IS TRASH KEEP CRYING???
Primarily focuses on economic grievance (money theft, free aid) while framing Canada as adversary and expressing hostility.
@kennygrove3227
Mar 4, 2025
Well as an American I want this now you will face reality and stop ripping Americans off
Well as an American I want this now you will face reality and stop ripping Americans off
American commenter frames trade/economic relations as unfair to Americans, asserting national economic interests.
@Mrdick-gn4qg
Mar 4, 2025
There's a trade deficit with Canada.....if you actually think US will be worse in the long run compared to Canada, you would not go on TV like this Trudeau. You would just tariff
There's a trade deficit with Canada.....if you actually think US will be worse in the long run compared to Canada, you would not go on TV like this Trudeau. You would just tariff
Discusses trade deficit and economic consequences, questioning Trudeau's negotiating position based on economic logic.
@rippleforeskinxrp358
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
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
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
You can't grow like this
You can't grow like this
Vague concern about unsustainable growth, likely referencing economic or infrastructure capacity constraints.
Yash-m9s2c
Oct 7, 2025
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
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
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
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Argues that immigration (specifically Indian workers) has reduced job availability for Canadian citizens in entry-level positions, blaming older voters.
zachm6145
Feb 18, 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
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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)