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
Poor politician! Canada imports to u.s.a. 32.5 percent of it's products, while u.s.a. imports 1.5 percent. I don't know what to do: laugh ???or cry ???
Poor politician! Canada imports to u.s.a. 32.5 percent of it's products, while u.s.a. imports 1.5 percent. I don't know what to do: laugh ???or cry ???
Presents trade statistics to critique Trudeau's position, using humor to express frustration about asymmetrical trade.
@RobertoMartinez-s6c
Mar 4, 2025
Need to bring jobs back to America and let Canada go figure out their lifestyle
Need to bring jobs back to America and let Canada go figure out their lifestyle
Focuses on job repatriation and economic priorities for America while dismissing Canada's concerns.
@DustyBrown-u1n
Mar 4, 2025
then provide equal trade. thats all we ask for
then provide equal trade. thats all we ask for
Advocates for fair trade practices as a solution to trade disputes.
Economic Argument
0.80
@cliftondasilva8131
Mar 4, 2025
Canada is screwed, they have no leverage. He's just pissed that he's not receiving our 250 billion dollars. Why are we giving them our money?
Canada is screwed, they have no leverage. He's just pissed that he's not receiving our 250 billion dollars. Why are we giving them our money?
Focuses on financial transfers and economic leverage between countries, questioning Canada's financial commitments.
@shawnantunes
Mar 4, 2025
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
Observes that international student enrollment is driving college expansion and revenue growth.
Economic Argument
0.80
adminadmin1961
Oct 4, 2025
Canada sells us 250 billion dollars more than they buy of our stuff so boo hoho Americans are sick of r so called allies screwing us
Canada sells us 250 billion dollars more than they buy of our stuff so boo hoho Americans are sick of r so called allies screwing us
Focuses on trade imbalance and economic grievances between Canada and the US, framing Canada as an unfair trading partner.
@MichaelGottfried-zm9sj
Mar 4, 2025
Pretty shocking that in the comments people think our healthcare is free. No,.it's paid for by taxpayers.
Pretty shocking that in the comments people think our healthcare is free. No,.it's paid for by taxpayers.
Corrects misconception about healthcare funding, emphasizing taxpayer cost as an economic argument about public resource allocation.
Economic Argument
0.80
ck8556
Oct 3, 2025
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles …
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles in. I’m a first generation immigrant came when I was 8 years old. Immigrants have it much easier then my parents did when they came. The country needs to grow, in order to grow the economy, you need skilled and unskilled workers, aging population the best way is immigration, it’s simple math.
Discusses immigration through economic lens (labor needs, aging population, economic growth) while incorporating personal immigrant experience.
SujeetPaul
Oct 4, 2025
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Analyzes immigration through economic factors (salary differentials, job opportunities) while making claims about immigrant selection and motivations.
sr-xd8jb
Oct 4, 2025
We literally fund most of Canada, lol. This is a failed attempt at being tough.
We literally fund most of Canada, lol. This is a failed attempt at being tough.
Claims economic dominance ('fund most of Canada') and critiques policy response as ineffective.
@RickySpanish04
Mar 4, 2025
WE GAVE ONE MONTH , NO MORE , WE ARE GONNA SIGN THE MINERAL DEAL WITH UKRAINE , GOODBYE CANADA MINERALS AND GOODS , WE ARE SICK OF OTHER COUNTRIES LOOKING AT US LIKE SUCKERS …
WE GAVE ONE MONTH , NO MORE , WE ARE GONNA SIGN THE MINERAL DEAL WITH UKRAINE , GOODBYE CANADA MINERALS AND GOODS , WE ARE SICK OF OTHER COUNTRIES LOOKING AT US LIKE SUCKERS STRAIGHT SUCKERS EXPLOITING AMERICAN TAX DOLLARS!!! MONEY TRAIN IS DONE!
Focuses on economic leverage (mineral deals, tariffs) and US taxpayer burden as justification for policy shift.
@Samy-pb3zm
Mar 4, 2025
Ridiculous, and our taxes fund how much of this crap?
Ridiculous, and our taxes fund how much of this crap?
Questions the fiscal cost of immigration policy, framing it as wasteful spending of taxpayer money.
kaylzzzza
Oct 2, 2025
THEY ARE WORKING IN ALL TIM HORTONS, FACTORIES, ETC. STEALING WORKS TO CANADIANS!!!
THEY ARE WORKING IN ALL TIM HORTONS, FACTORIES, ETC. STEALING WORKS TO CANADIANS!!!
Claims immigrants are taking jobs from Canadians, framed as economic competition and threat.
raquelhernandez135
Sep 30, 2025
I hope Con man Chump and his Maga gang will step up and buy all of the CORN ..SOYA BEAN ..WHEAT..AND CHICKEN THAT CHINA PUT TARIFF ON.last time this happens CHINA end up buying all …
I hope Con man Chump and his Maga gang will step up and buy all of the CORN ..SOYA BEAN ..WHEAT..AND CHICKEN THAT CHINA PUT TARIFF ON.last time this happens CHINA end up buying all those products from Brazil that leaves American farmers getting hands out from chump..
Critiques Trump's tariff policy and its economic consequences for American farmers, focusing on trade and agricultural impacts.
@byronhall391
Mar 4, 2025
The rich get richer and the poor get poorer. A well thought out plan on both sides of the border. What’s new?
The rich get richer and the poor get poorer. A well thought out plan on both sides of the border. What’s new?
Critiques wealth inequality as a deliberate systemic outcome affecting both sides of the US-Canada border.
Economic Argument
0.80
@paulporter7490
Mar 4, 2025
How about potash? We Canada supplies 80% of the USAs potash.
How about potash? We Canada supplies 80% of the USAs potash.
Presents economic data about Canada's potash supply to the US, supporting Canada's trade leverage argument.
@srb5142
Mar 4, 2025
Canadian people need a job back
Canadian people need a job back
Frames immigration as an economic issue affecting job availability for Canadian citizens.
Economic Argument
0.80
angela2979
Sep 29, 2025
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Framing US-Canada relations as transactional business rather than charitable friendship.
Economic Argument
0.80
@MariaNewman-v6g
Mar 4, 2025
Thats it.. Fewer job oppurtinities in India, make easy money. Thats it. The rest is bunkum.
Thats it.. Fewer job oppurtinities in India, make easy money. Thats it. The rest is bunkum.
Attributes immigration motivation to economic factors (job scarcity in India, earning potential in Canada).
Economic Argument
0.80
Barbequeroast
Sep 27, 2025
And 385k is still almost 1% of the country's population, effectively continuing unnatural annual-exponential “growth” that has crushed the home market for young Canadians.
And 385k is still almost 1% of the country's population, effectively continuing unnatural annual-exponential “growth” that has crushed the home market for young Canadians.
Commenter argues that immigration levels are driving housing market problems for young Canadians, combining economic and demographic anxiety concerns.
sovereignty14
Feb 11, 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)