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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Policy Critique
5,980 comments
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
Shares personal credentials while criticizing Canadian visa policy as discriminatory toward Turkish citizens.
kucukercü
Jan 27, 2026
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada …
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada needs the US trade more than the US needs Canada. The US should completely close the border and we should be making all the products we get from Canada here in the US as we need the jobs more than the trade from Canada.And as an added bonus the US can save all the money we spend defending Canada with our military, let Canada foot the bill for their own defense. So ESBFGGC
Criticizes Trudeau's conduct and argues for U.S. self-sufficiency and reduced Canadian trade dependence.
@Nikiskibob
Mar 4, 2025
First, the orange criminal is not a “very smart” man. At best he has, perhaps, average intelligence, but worst, he is dangerously ignorant of history and facts (how many other Americans over forty don’t know …
First, the orange criminal is not a “very smart” man. At best he has, perhaps, average intelligence, but worst, he is dangerously ignorant of history and facts (how many other Americans over forty don’t know the significance of Pearl Harbor?). Sadly, for the U.S. and the entire world, Americans have seen fit to place a person with a severe case of Dunning-Kruger into the White House – again – they didn’t learn the first time.\n\nSecond, on this fentanyl thing. Are the vast majority of Americans children? The best way to keep them from becoming addicted or killing themselves with the stuff is to keep it from them? Where is the self-control…the ability of people to tell themselves no? The easiest way to kill any business is to starve it of customers.
Critiques a political leader's intelligence and decision-making, with moral concerns about leadership quality and drug policy.
@JK-eo2mj
Mar 4, 2025
Fake students fake colleges mostly from one or two countries more like human trafficking for cheap wages the education sector should not be used as a business model for foreign students it’s a scam
Fake students fake colleges mostly from one or two countries more like human trafficking for cheap wages the education sector should not be used as a business model for foreign students it’s a scam
The comment critiques the education sector as a business model while making unverified claims about fake students and human trafficking.
warwick4763
Sep 29, 2025
Sadly there never was anything we could do to prevent tariffs. We should retaliate and when they retaliate we retaliate and let this go off the roads. We cannot back down to this idiot President. …
Sadly there never was anything we could do to prevent tariffs. We should retaliate and when they retaliate we retaliate and let this go off the roads. We cannot back down to this idiot President. At same time we should be making neither deals with Europe and close out the arrogant USA corrupt government. Canada first initiatives and less reliant in them. Focus on Mexico and Europe and fuck those pricks.
Critiques tariff policy and government response while calling for retaliatory action and 'Canada first' initiatives.
@laziestninjagamer
Mar 4, 2025
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy …
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy is an absolute tyrant !
Criticizes government actions (trucker protest shutdown, frozen bank accounts) as authoritarian overreach.
@terminator3728
Mar 4, 2025
Canada should go out of its way to increase trade with China. They should join BRICS too.
Canada should go out of its way to increase trade with China. They should join BRICS too.
Advocates for specific trade and geopolitical policy changes for Canada regarding China and BRICS membership.
Policy Critique
0.80
@MrJoeblofromidaho
Mar 4, 2025
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Critiques Trump's qualifications for office and expresses embarrassment about his representation, combined with identity assertion as American.
@ACockatielsSong
Mar 4, 2025
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big …
i hate how the government are like sending idiot rurals with 0 civic sense and the ones with criminal records to cannada and its wierd how the government are acting like this isnt a big problem
Criticizes government immigration policy for allegedly admitting people with criminal records and poor civic sense, expressing concern about policy implementation.
Draccenium
Nov 1, 2025
Canda your country is ran by a joke. No wonder you're taxed so high
Canda your country is ran by a joke. No wonder you're taxed so high
Criticizes Canadian government leadership and tax policy while asserting national identity judgment.
@aussie3409
Mar 4, 2025
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Critiques US defense spending and policy relationships with Canada, implying unfair burden-sharing.
@frankloar8137
Mar 4, 2025
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Demands resignation and criticizes the government's economic policies as reckless, with implicit call for leadership change.
@admyrable2254
Mar 4, 2025
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for …
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for so long, which President is trying to correct for which American people have voted him overwhelmingly, today's pain will be tomorrow's gain!
Critiques Canadian and international political relationships, media bias, and tariff policies while comparing nations and their leaders.
@mrityunjoyghoshal8050
Mar 4, 2025
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on …
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on tariffs % ?
Questions the relevance of Russia to a trade dispute and critiques the framing of friendship based on tariffs.
@rameshganapathy6657
Mar 4, 2025
I'm no admirer of Trudeau, but this was a great speech. (Can you imagine Donnie making a coherent speech like this? ?) but I disagree with him on one thing: Donnie is NOT a very …
I'm no admirer of Trudeau, but this was a great speech. (Can you imagine Donnie making a coherent speech like this? ?) but I disagree with him on one thing: Donnie is NOT a very smart guy. (Although I know why Trudeau felt he had to say that).
Evaluates Trudeau's speech quality positively while disagreeing on substance; includes comparative reference to Trump's speaking ability.
@alistairmccleery9931
Mar 4, 2025
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Critiques Trump's trade policy as unfair and argues that isolating allies will harm everyone economically and diplomatically.
@Leelz247
Mar 4, 2025
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Criticizes the subject's past actions (bank shutdowns) as hypocritical given current positions on worker support.
@j.a.r.family2576
Mar 4, 2025
Wow. If Trudeau would have been like this for his entire career, he might have made something. Too late, but good move.
Wow. If Trudeau would have been like this for his entire career, he might have made something. Too late, but good move.
Backhanded criticism acknowledging a positive action while dismissing it as too little, too late given Trudeau's overall record.
Policy Critique
0.80
@Soulsmithing
Mar 4, 2025
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
Critiques government/institutional data collection practices while implying incompetence, framed as a rhetorical question.
emilyt4323
Sep 28, 2025
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Criticizes Canada's economic dependence and calls for domestic policy improvements while dismissing complaints about US trade obligations.
@eco8842
Mar 4, 2025
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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)