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
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production.
With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability.
This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Analysis of immigrant labor's economic impact on manufacturing, wages, costs, and profitability.
Economic Argument
0.88
Mimer_ye
Feb 27, 2026
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
Expresses concern about non-taxpayers receiving benefits (economic impact) and declares voting intention against Liberals.
kimpm2117
Feb 28, 2026
car insurance went up 30%
car insurance went up 30%
Brief statement about rising insurance costs, implying economic impact related to immigration policy.
Economic Argument
0.88
jasonredpill7473
Feb 24, 2026
Over 60% taxes on Canadians by our government... how about a tax br3ak trudeau you knob....
Over 60% taxes on Canadians by our government... how about a tax br3ak trudeau you knob....
Focuses on tax burden and calls for tax relief, framing government policy as economically harmful.
@darrenwandy
Mar 4, 2025
You show 'em trump! Americans cant afford food and definitely cant afford housing, but gosh darn, we're willing to pay extra for everyday items we cant live without.
You show 'em trump! Americans cant afford food and definitely cant afford housing, but gosh darn, we're willing to pay extra for everyday items we cant live without.
Critiques Trump's policies through discussion of affordability crisis for food and housing, focusing on economic hardship.
Economic Argument
0.88
@tinaw4020
Mar 4, 2025
Many International Students now are actually people in their 30s and 40s, with multiple kids and a spouse. So when they come here to "Study" They are eligible for Child Tax benefits and GST rebates …
Many International Students now are actually people in their 30s and 40s, with multiple kids and a spouse. So when they come here to "Study" They are eligible for Child Tax benefits and GST rebates and everything else that only a Citizen should receive. These foreign people are essentially financing their edication with the tax payers money. On top of that, they are adding more load to the healthcare , and public school system, without paying a single dollar in income tax or property tax.
Argues that international students impose economic costs through tax benefits and public service usage while contributing no income/property taxes.
@forsell9036
Feb 20, 2026
ALSO out young people looking for summer jobs
ALSO out young people looking for summer jobs
Raises concern about job competition for young Canadians seeking summer employment in context of immigration discussion.
Economic Argument
0.88
pathollingworth2170
Feb 17, 2026
Total US GDP on exports to Canada and Mexico is 2.7%. We’re not going to feel your tariffs in the USA. But you will feel ours haha.
Total US GDP on exports to Canada and Mexico is 2.7%. We’re not going to feel your tariffs in the USA. But you will feel ours haha.
Presents economic data about tariffs and trade impact, comparing US and Canadian vulnerability.
@Obstrucks
Mar 4, 2025
We are already in a recession our purchasing power is greatly reduced if you think the average American hasn’t been hurting since 2008 then you aren’t paying attention
We are already in a recession our purchasing power is greatly reduced if you think the average American hasn’t been hurting since 2008 then you aren’t paying attention
Discusses economic hardship, reduced purchasing power, and recession since 2008, focusing on material economic conditions.
Economic Argument
0.88
@linooliva3965
Mar 4, 2025
America doesn't need there trade, both Canada & Mexico was only worth about 2.3% of their entire GDP. It's a bad thing for Canada but it's not going to effect America, you'll probably see a …
America doesn't need there trade, both Canada & Mexico was only worth about 2.3% of their entire GDP. It's a bad thing for Canada but it's not going to effect America, you'll probably see a temporary blip but it'll be back booming even better in no time.
Analysis of trade statistics and economic impact, comparing relative GDP effects on both nations.
@PhilipWorswick
Mar 4, 2025
So this dude was charging us for our imports but we can charge him. Canada is like the most protectionist partner. Canadas economy won't be able to handle this and they will fold and renegotiate …
So this dude was charging us for our imports but we can charge him. Canada is like the most protectionist partner. Canadas economy won't be able to handle this and they will fold and renegotiate and deal. His economy will slip into recession.
Analyzes trade dynamics and predicts economic recession as consequence of tariff policies.
Economic Argument
0.88
@derekharp2805
Mar 4, 2025
Once Americans feel the inflation then it will sink in
Once Americans feel the inflation then it will sink in
Predicts economic consequences (inflation) will change American public opinion, framing the issue through economic impact.
Economic Argument
0.88
@vangiem
Mar 4, 2025
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Compares tax burdens between India and Canada, arguing Canadian taxes are higher even for minimum wage earners, framing immigration through economic impact lens.
deeprahul
Sep 27, 2025
This is really gonna kill a lot of small online businesses that do commerce with the United States. We have a small stationary company that is just gonna die.
This is really gonna kill a lot of small online businesses that do commerce with the United States. We have a small stationary company that is just gonna die.
Describes concrete economic harm to a small business from tariffs, combining lived experience with economic impact analysis.
@claudiachavez7300
Mar 4, 2025
The pain of tariff-induced inflation belongs to the citizens of the United States. Trump seems to be for the United States, but to be precise, for the rich in the United States. 2025 will be …
The pain of tariff-induced inflation belongs to the citizens of the United States. Trump seems to be for the United States, but to be precise, for the rich in the United States. 2025 will be the highest U.S. inflation in history.
Focuses on tariff-induced inflation and economic inequality, critiquing Trump's policies as benefiting only the wealthy.
@windlee183
Mar 4, 2025
Tariffs will make Canada Stronger and America Weaker.
Tariffs will make Canada Stronger and America Weaker.
Makes an economic claim about tariff impacts while comparing Canada and America's relative positions.
@Fluterra
Mar 4, 2025
I am a conservative and I admit that Donald Trump's tariffs will have a negative impact on Americans. If you think businesses are going to pay for the increased cost of importing and are not …
I am a conservative and I admit that Donald Trump's tariffs will have a negative impact on Americans. If you think businesses are going to pay for the increased cost of importing and are not going to scale back their labor forces are raise prices you don't have an understanding of business and finance. The whole purpose of going into business is to maximize profit therefore they are going to offset the costs by raising prices on goods for Americans and vice versa. This is a trade war. Thanks.
Analyzes tariffs through economic logic, predicting businesses will raise prices and cut jobs to maintain profits, characterizing it as a trade war.
@Kachavelli
Mar 4, 2025
Canada cursed with short sighted political leaders (ON ALL PARTIES) failed to do the basics to even attempt to diversify the economy. No new ports, refineries, pipelines Al infrastructure..ect Those aforementioned issues are compounded by …
Canada cursed with short sighted political leaders
(ON ALL PARTIES) failed to do the basics to even attempt to diversify the economy.
No new ports, refineries, pipelines Al infrastructure..ect
Those aforementioned issues are compounded by either too much immigration without support or too few immigrants to grow into an economic opening up.
There was a plan years ago that CANADA should have between 70-100 million by this centuries end ..but that ONLY works OR be remotely possible if we started with laying out the economic and societal systems 20 years ago....
We've painted ourselves into not only a corner ..but onto the edge of a cliff
Analyzes immigration policy through economic lens, critiquing lack of infrastructure investment and demographic planning rather than opposing immigration itself.
carminedesanto6746
Feb 17, 2026
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive …
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive a lot easier without canada, while canada will suffer a lot more without the usa.\n\nWhen i bring cheese from the usa to canada, there is a 200% tax on anything above my $20 personal exemption, the save is not the same when bringing dairy to the usa.\n\nIf you want to be treated fairly, treat others fairly.\n\nAfter watching zelensky from Ukraine, Trudeau is pretty stupid if he thinks he will win this one.
Focuses on trade deficits, tariff asymmetries, and economic disadvantage to Canada in US relations, with specific examples of pricing disparities.
@YankyZuchmir
Mar 4, 2025
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when they hire someone from Canada, you stay on "temporary" status for years. After 2 or 3 years they move you to "temp full time" status and so on..... Most Canadians know this!
Focuses on corporate hiring practices, employment status hierarchies, and economic decisions by major companies regarding domestic versus foreign workers.
babilonian
Feb 15, 2026
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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)