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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
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
The US has many factories in Canada, employing a number of Canadians !
The US has many factories in Canada, employing a number of Canadians !
Discussion of US factories in Canada and employment impact, relevant to economic dimensions of cross-border relations.
Economic Argument
0.75
@genesis2936
Mar 4, 2025
It’s just gonna bankrupt your country as well
It’s just gonna bankrupt your country as well
Expresses concern about financial consequences and economic collapse from a policy or action.
@JeffWilliams-xs7ho
Mar 4, 2025
Good speech but their economy will collapse !!!
Good speech but their economy will collapse !!!
Predicts economic collapse as consequence of policy, combining economic concern with threat framing.
@leadertopsi5536
Mar 4, 2025
I would slap every tariff i could put on america,i would tax any company from canada who moves to america.trump is trash he is the 666.
I would slap every tariff i could put on america,i would tax any company from canada who moves to america.trump is trash he is the 666.
Proposes tariff and tax policies as responses to American trade actions, framed as economic countermeasures, though expressed with inflammatory rhetoric.
@tommybuchanon8141
Mar 4, 2025
He’s talking about 25% tax on $150B but Elon saved the United States 100% on $105B in one month. As a wise man once said, “You don’t have the cards.”
He’s talking about 25% tax on $150B but Elon saved the United States 100% on $105B in one month. As a wise man once said, “You don’t have the cards.”
Compares tax policy impact with claimed savings figures, engaging in economic comparison and critique of fiscal policy.
Economic Argument
0.75
@NoahAvery96
Mar 4, 2025
Canadians are just going to sell all their properties in the US, we will not go over the border to the US anymore!!!! Very little.
Canadians are just going to sell all their properties in the US, we will not go over the border to the US anymore!!!! Very little.
Describes economic responses (property sales, border avoidance) by Canadians in reaction to US policy, with nationalist undertones.
@livinginharmoney3843
Mar 4, 2025
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Makes an economic argument about oil refining dependencies while implying unverified consequences about Russian oil.
@chri6393
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
I rather we get along but the US has to get something back to me is unequal terms of trade.
I rather we get along but the US has to get something back to me is unequal terms of trade.
Discusses unequal trade terms between US and Canada, framing economic relationships as imbalanced.
@kakashi0429
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
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
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
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe …
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe we’ll get a Kia or a BYD. Never American now. The world hates you Donald.
Consumer boycott of American products framed as economic consequence, with identity-based rejection of America.
@lightweightben
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
Get ready for a big hit in the pocket maga
Get ready for a big hit in the pocket maga
References economic impact ('hit in the pocket') of Trump's policies on citizens, focusing on financial consequences.
Economic Argument
0.75
@robertlargura8
Mar 4, 2025
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a spike in housing prices and many other problems. This then affected every Canadian. A lot are becoming even poorer. It is one of the reasons they had more tent cities and 2 million people going to food banks along with 2/3 of Canadians with only 500.00 a month after all monthly bills were paid. That's 2/3 of Canadians. The Convoy had released these figures over a year ago at CPAC. Proving that Canada is in a huge mess economically because of these Liberal policies. @minimaxmiaandme.4971 - I don't hide behind a fake name. The Supreme Court ruled in favor of the convoy or did you forget? The Liberals violated Canadians' Constitutional Rights to Protest. Which proves they are more credible than the Liberals. Now be man enough to show your real identity.
Blames immigration policy for housing price spikes, poverty, food bank usage, and economic hardship while citing unverified statistics and making partisan claims about government policy impacts.
drdecker1
Apr 15, 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
Shut Up Trudeau ! Your GNP wud be crap without the US
Shut Up Trudeau ! Your GNP wud be crap without the US
Comment critiques Canada's economic dependence on the US while asserting national identity through dismissive framing of the PM.
@naturemade7460
Mar 4, 2025
The ship is already sinking. The nobles are on their own yachts while they scoop up all the wealth from the drowning.
The ship is already sinking. The nobles are on their own yachts while they scoop up all the wealth from the drowning.
Uses economic metaphor of sinking ship and wealth inequality to express concern about systemic economic problems.
whoarewefoolin9463
Sep 13, 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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