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
Immigration has certainly helped Canadian economy in a BIG way.
Immigration has certainly helped Canadian economy in a BIG way.
Directly asserts a positive economic impact of immigration on Canada.
Economic Argument
0.90
timestuber
Dec 1, 2025
Cost 78mill and save billions if they keep them.
Cost 78mill and save billions if they keep them.
Discusses cost-benefit analysis of immigration in economic terms, suggesting retention of immigrants saves money.
Economic Argument
0.90
MrGsxrme
Dec 27, 2025
The GDP of Brampton has also tripled so......
The GDP of Brampton has also tripled so......
Counters criticism by citing economic growth (GDP tripling) as evidence of positive immigration impact.
Economic Argument
0.90
toolbaggers
Dec 16, 2025
As an American im proud of trump standing up for us and no longer allowong us to get taken advantage of. Countries are mad that they have to pay more instead, of expecting us to …
As an American im proud of trump standing up for us and no longer allowong us to get taken advantage of. Countries are mad that they have to pay more instead, of expecting us to pay for them. Too bad, so sad. Us paying part of everyones share HAS been hurting us. The other country will just feel the pain as well instea dof feeling peace as we pay their price.
Argues that the USA has been economically disadvantaged by subsidizing other countries and defends Trump's tariff approach.
@anonymous-ep7xr
Mar 4, 2025
Let’s see. I think the biggest contributor of the inflation is from the government spending and the gap on the trade deficit. Long term it will help US GDP
Let’s see. I think the biggest contributor of the inflation is from the government spending and the gap on the trade deficit. Long term it will help US GDP
Analysis of inflation causes focusing on government spending and trade deficit impacts on GDP.
Economic Argument
0.90
@joyprawiro
Mar 4, 2025
Both the United States and Canada lose in the trade war, but China wins.
Both the United States and Canada lose in the trade war, but China wins.
Analysis of trade war economic impacts comparing outcomes for US, Canada, and China.
@lauraisawho
Mar 4, 2025
Canada isn’t cheap
Canada isn’t cheap
A brief statement about Canada's cost of living, directly addressing economic conditions.
Economic Argument
0.90
Lalii_io
Jan 27, 2026
AI:\nIn the short term, tariffs may bring some economic and political benefits to the U.S. However, in the long run, they could lead to higher prices, job losses in export industries, and deteriorating relations with …
AI:\nIn the short term, tariffs may bring some economic and political benefits to the U.S. However, in the long run, they could lead to higher prices, job losses in export industries, and deteriorating relations with an important trading partner. Economists, including Nobel laureates such as Paul Krugman and Joseph Stiglitz, have traditionally criticized protectionist measures for their harmful effects on the economy in the long term.
Discusses tariffs' economic effects (prices, jobs, trade relations) and cites economist perspectives on protectionism.
Economic Argument
0.90
@Dt-l3w
Mar 5, 2025
The U.S. has a massive economic advantage over Canada in any trade war—no debate. The U.S. economy is 10x bigger, and Canada relies on American trade way more than the other way around. The idea …
The U.S. has a massive economic advantage over Canada in any trade war—no debate. The U.S. economy is 10x bigger, and Canada relies on American trade way more than the other way around. The idea that they have 'leverage' is just political posturing. They can slap tariffs on select U.S. industries to try and cause some pain, but in the long run, they *will* lose. Their leaders just don’t want to look weak, so they act like they’re standing firm when in reality, they’ve already been pushed off the cliff. The U.S. can outlast them easily.
Detailed analysis of trade dynamics, economic disparity, and tariff leverage between U.S. and Canada based on economic metrics.
@AnonP2X3YZ
Mar 4, 2025
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Commenter explains the economic mechanics of tariffs, arguing that tariff increases harm the imposing country's citizens through inflation.
Economic Argument
0.90
@emmaoyongo8610
Mar 4, 2025
Each country slapping 25% tariff at each other SOUNDS FAIR. Nothing wrong with that. \n\nNOW let the consumers decide which to buy and let the manufacturer where to produce.
Each country slapping 25% tariff at each other SOUNDS FAIR. Nothing wrong with that. \n\nNOW let the consumers decide which to buy and let the manufacturer where to produce.
Discusses tariff policy and market mechanisms, arguing that mutual tariffs are fair and should let market forces determine outcomes.
Economic Argument
0.90
@askcleftnew
Mar 4, 2025
trumps tarrifs tax on goods imported from Canada are paid by the AMERICAN COMPANIES who import the goods, NOT paid by Canadian companies, it's an extra sales tax which raise prices.
trumps tarrifs tax on goods imported from Canada are paid by the AMERICAN COMPANIES who import the goods, NOT paid by Canadian companies, it's an extra sales tax which raise prices.
Explains the economic mechanism of tariffs and their impact on American companies and consumers.
Economic Argument
0.90
@Wombat-gm4ne
Mar 4, 2025
tariff will be good for each country means control the imported and help the domestic businesses
tariff will be good for each country means control the imported and help the domestic businesses
Commenter argues that tariffs benefit domestic economies by controlling imports and protecting local businesses.
Economic Argument
0.90
@RacheMiclat-dq9xv
Mar 4, 2025
Camada cant afford to support anyone who arrives here. We cant support our own.
Camada cant afford to support anyone who arrives here. We cant support our own.
Argues that Canada lacks financial capacity to support immigrants while domestic needs remain unmet.
Economic Argument
0.90
pokey-m2w
Jan 5, 2026
Get them out of here. There's no jobs for the people that live here and are citizens.
Get them out of here. There's no jobs for the people that live here and are citizens.
Frames immigration as an economic threat to citizens' job prospects and calls for removal of immigrants.
rickhall843
Feb 10, 2026
tenn our gas is 2.34 a gallon not bad
tenn our gas is 2.34 a gallon not bad
Comment about gas prices, a direct economic indicator relevant to immigration/border policy discussions.
Economic Argument
0.90
@davidnanney3120
Mar 4, 2025
I just hope president Trump is able to put tariff like penalty on American companies that are outsourcing jobs and leaving American job less. Take a good look at ANY companies career page, and has …
I just hope president Trump is able to put tariff like penalty on American companies that are outsourcing jobs and leaving American job less. Take a good look at ANY companies career page, and has a software job requirement. 90% of ALL tech jobs are being outsourced to India, it's just getting ridiculous!
Focuses on job outsourcing, employment impact, and economic policy regarding tariffs and corporate practices.
Economic Argument
0.90
@adnantariq3346
Mar 4, 2025
BUILD MORE HOUSES
BUILD MORE HOUSES
Addresses housing shortage as underlying economic problem related to immigration pressures.
Economic Argument
0.90
elbowstrike
Jan 15, 2026
America can't sustain a trade war with China, Mexico and Canada at the same time. Our inflation will soar and our economy will tank.
America can't sustain a trade war with China, Mexico and Canada at the same time. Our inflation will soar and our economy will tank.
Analyzes economic consequences of trade wars on inflation and national economy.
@chrishardin7183
Mar 4, 2025
Trump did this to cause disinflation. Too many consumptions and too many cheap Chinese products in the market. Business owners are profiting at an all time high taking advantage of this inflation. Trump's move may …
Trump did this to cause disinflation. Too many consumptions and too many cheap Chinese products in the market. Business owners are profiting at an all time high taking advantage of this inflation. Trump's move may cause short-term pain but there it will help your wallets in the long term including home prices and rates. Trump aim is to bring down interest rates basically.
Detailed economic analysis of Trump's tariff strategy, discussing inflation, consumer prices, interest rates, and long-term financial impacts.
Economic Argument
0.88
@WiseOnion
Mar 4, 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)