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 non-crazy people have to adopt the autarky strategy to make ourselves independent of the crazy people. In Germany we say „separating the wheat from the chaff“.? As long as the main trade rule, that …
We non-crazy people have to adopt the autarky strategy to make ourselves independent of the crazy people. In Germany we say „separating the wheat from the chaff“.? As long as the main trade rule, that we are all profiting from trade, is not sufficiently understood… Global prosperity would always be the better choice and we have backwards development. Inacceptable for young world citizens.
Discusses trade policy, economic interdependence, and prosperity as moral imperatives, advocating for global cooperation over isolation.
@holyflower7930
Mar 4, 2025
At least no ones on fent and welfare🤷♂️🤷♂️
At least no ones on fent and welfare🤷♂️🤷♂️
References welfare dependency and drug use as economic/social concerns about immigrants.
godsman3847
Jan 27, 2026
Can’t even afford to eat due to the liberals where am I gonna find money to travel so it doesn’t even bother me 😂
Can’t even afford to eat due to the liberals where am I gonna find money to travel so it doesn’t even bother me 😂
Critiques economic hardship (inability to afford food) while using humor/sarcasm to deflect concern.
ConnieBoyce-d3h
Dec 10, 2025
Engineers and doctors
Engineers and doctors
Brief reference to immigrant professions (engineers, doctors), implying economic contribution or skill-based immigration discussion.
Economic Argument
0.75
joshr7129
Feb 18, 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
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
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
Argues that Canada needs immigration due to low birth rates and labor demands, using crude comparative framing to justify policy.
paulgomez381
Jan 29, 2026
What a shocker, and we have to pay for this
What a shocker, and we have to pay for this
Expression of concern about taxpayer burden and cost of immigration to public finances.
Carbontaxslave
Feb 18, 2026
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Comment links immigration policy ('Design') to economic concerns about rising food inflation, framing immigration as an economic issue.
Economic Argument
0.75
JonathanSchwartz-r4w
Feb 17, 2026
When you hire these immigrants, you need 15 low income workers to pay for one senior.
When you hire these immigrants, you need 15 low income workers to pay for one senior.
Makes an unsubstantiated economic claim about the fiscal burden of immigrant workers relative to seniors, framing immigration as economically problematic.
lominiski
Nov 3, 2025
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Links immigration to unemployment and job-finding difficulties, with a question about wait times framed as an economic concern.
Hashin-m2p
Jan 20, 2026
Did they say middle class getting 420 a year savings lol omg stfu
Did they say middle class getting 420 a year savings lol omg stfu
Sarcastically dismisses claimed economic benefits ($420 savings) as inadequate, using humor to critique economic policy claims.
charlescampbell2768
Feb 3, 2026
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
F trump messing up our country making everything go way up now
F trump messing up our country making everything go way up now
Blames Trump for economic problems (inflation, rising costs) affecting Canada.
@NB-cn9uk
Mar 4, 2025
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
Critiques low wages at Tim Hortons while implicitly contrasting with 'white people,' mixing economic complaint with demographic framing.
hristostoev80
Jan 30, 2026
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
The US CAN LIVE WITHOUT YOUR PRODUCTS.
The US CAN LIVE WITHOUT YOUR PRODUCTS.
Brief assertion about economic leverage and trade relationships between US and Canada.
Economic Argument
0.75
@scottgalliett3081
Mar 4, 2025
Lots of americans lost their job already thanks to Trump for this blessing and smart move.Trump voters are now on food stamp. ???
Lots of americans lost their job already thanks to Trump for this blessing and smart move.Trump voters are now on food stamp. ???
Claims about job losses and food stamps due to Trump's policies, mixing economic impact discussion with unsubstantiated assertions.
@johnllyod4360
Mar 4, 2025
Trump force you to be self sustainable and you think it harmes you ? Don't think like a retard . Trump force you're goverment to grow you're life style quality as a simple person , …
Trump force you to be self sustainable and you think it harmes you ? Don't think like a retard . Trump force you're goverment to grow you're life style quality as a simple person , not to be stole by corporations , only people have to win from this.
Argues that Trump's pressure for self-sustainability benefits ordinary Canadians by preventing corporate exploitation and improving quality of life.
@_HotSpot
Mar 5, 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
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)