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
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
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
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
Can't wait to my 25% increase in my paycheck.
Can't wait to my 25% increase in my paycheck.
References personal financial benefit from a policy change, discussing wage increase.
@magic717100
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
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
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
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
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
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming …
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming managers somehow then they ONLY hire Indians once they are manager. I’ve been looking consistently for a full time job for around 8 months now. It’s terrible what this invasion has done, just what they did to the job market alone is enough to want to leave.
Primary focus on job market impact and employment discrimination, combined with demographic anxiety and ethnic targeting.
Hitwitglitchhh
Jan 28, 2026
Good. Keep it going agree 💯💯. Don't like to see tax dollars going there. The people being deported should be made to pay for their own flights. $300 million plus 😮😮😮too much money being spent …
Good. Keep it going agree 💯💯. Don't like to see tax dollars going there. The people being deported should be made to pay for their own flights. $300 million plus 😮😮😮too much money being spent as it is
Focuses on tax dollar spending and cost-efficiency of deportations, with secondary policy critique.
nilakshandissanayake1379
Dec 25, 2025
Tax payers cannot afford this. Stop the wars and stop immigration.
Tax payers cannot afford this. Stop the wars and stop immigration.
Frames immigration as an unaffordable financial burden on taxpayers and calls for policy cessation.
philrob2327
Feb 24, 2026
It’s crazy to me that it’s even being allowed to welcome even more immigrants. Our healthcare, housing etc is stretched so thin it’s dangerous. Try getting a Dr if yours retires! They need to send …
It’s crazy to me that it’s even being allowed to welcome even more immigrants. Our healthcare, housing etc is stretched so thin it’s dangerous.
Try getting a Dr if yours retires! They need to send more back to perhaps other countries that will accept them. That alone will save Canada money.
Focuses on strain on healthcare and housing systems, framing immigration as economically unsustainable and advocating for deportations as cost-saving.
Bonlass
Dec 28, 2025
I paid taxes in this country for 50 years now and i dont get anything free ,Healthcare is not free especially when 50%of my paycheck goes to Ottawa ,so why do they get free things …
I paid taxes in this country for 50 years now and i dont get anything free ,Healthcare is not free especially when 50%of my paycheck goes to Ottawa ,so why do they get free things and i pay for it.
Focuses on tax burden and perceived unfair distribution of benefits, arguing that immigrants receive free services while citizens pay heavily.
JohnB-q8g
Feb 27, 2026
Cheaper to keep them since our bureaucracy is so expensive.
Cheaper to keep them since our bureaucracy is so expensive.
Compares cost-benefit of deportation versus retention based on bureaucratic expenses.
Economic Argument
0.88
taz1712
Dec 25, 2025
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population …
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population spike, overall provide better living back home. Yet every one of them tries to leave for other countries in the world for a better life. Then why grow the population so rapidly fast! Never understood that part. On the flip side sure grow your population if your country provides better life in terms of all those necessities. But pretty much other countries are baby sitting and raising them yet they brag were the second largest population. Doesn't make sense to brag about that!
Critiques immigration policy by arguing that source countries with poor economic conditions should not export population while bragging about size.
SuperHani2011
Jan 27, 2026
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Critiques immigration policy through economic lens, arguing it harms job availability for Canadian youth and benefits corporations over citizens.
466rudy6
Jan 27, 2026
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone.
The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Presents detailed economic data and statistics to argue for the positive contribution of Indian immigrants to Canada's economy.
lalitjeevanlalkohli2334
Jan 27, 2026
THe biggest problem is young white people cant get jobs and we are being blamed for it. In quebec its the same but with africans.
THe biggest problem is young white people cant get jobs and we are being blamed for it. In quebec its the same but with africans.
Attributes youth unemployment to immigration while invoking racial identity ('white people'), combining economic grievance with demographic framing.
ferdtheterd3897
Jan 27, 2026
Our country sucks, we are planning our exit. Too many taxes, high cost of living, and every year it feels like we are more and more on the decline
Our country sucks, we are planning our exit. Too many taxes, high cost of living, and every year it feels like we are more and more on the decline
Personal account of planning to leave Canada citing specific economic grievances: high taxes, cost of living, and national decline.
momotron64
Feb 4, 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)