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
Donald lied about Canada...so how can anything be says be believable???\nHow
Donald lied about Canada...so how can anything be says be believable???\nHow
Asserts that Trump made false statements and questions his credibility, combining unverified claim with broader critique.
@Bonnieforsythe
Mar 4, 2025
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Critiques the PM for speaking as if representing all Canadians, challenging the legitimacy of his representational claims.
@renaldo1
Mar 4, 2025
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. …
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. Good luck.\nWhat is funny? \nWe have enough cattle ranchers in this country that can provide furtalizer for the farmers.
Criticizes Canadian government policies and trade decisions, with comparative reference to China and domestic agricultural capacity.
@jessievoynow1105
Mar 4, 2025
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican …
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican congressmen with harm and even death so he can control them. He is mentally unstable and ready to be committed in a mental facility. What will it take to get our congressmen to stand up for the good hardworking people of the USA instead of for a man who is hell bent on making the usa his oersonsl dictatorship.
Detailed criticism of Trump's leadership, mental fitness, and authoritarian tendencies, with calls for congressional accountability.
@ildaquintanilla9186
Mar 4, 2025
Trump is only for Trump!
Trump is only for Trump!
Brief critique of Trump's self-interested leadership, framing him as prioritizing personal interests over public good.
@tammyshirley2716
Mar 4, 2025
As an American. I don't think it was a good thing to bully other countries, especially allies and neighbors. There are other diplomatic ways to do things. I am not left or right, but I …
As an American. I don't think it was a good thing to bully other countries, especially allies and neighbors. There are other diplomatic ways to do things. I am not left or right, but I felt like Obama and Clinton had better ways with international relationships. I know our leader are trying to do their best for us Americans, and well we have been helping other countries for decades. Maybe, it is time that other countries start paying us back. I don't know why every move has to be on the media though? Especially the bullying with Zelensky? They could have talked over it without showing it to the whole world. What do yo guys think? Was that even necessary?
Commenter critiques diplomatic approach and bullying tactics while seeking others' opinions on whether public confrontation was necessary.
@nick9311
Mar 4, 2025
With politicians like Trump, who needs criminals.
With politicians like Trump, who needs criminals.
Commenter uses sarcastic comparison to criticize Trump, implying his leadership is worse than criminal behavior.
@ew3rivera112
Mar 4, 2025
Trump will not stop at this! He already said that he wanted to replace IRS with ERS (External Revenue Service). Trump wants to replace Income Tax with Tarrifs !!\nYes! MAGA will laugh and say No …
Trump will not stop at this! He already said that he wanted to replace IRS with ERS (External Revenue Service). Trump wants to replace Income Tax with Tarrifs !!\nYes! MAGA will laugh and say No More Tax for all Americans!\nThey don't know that America raised a total income tax of 3 Trillion Dollars annually. But America also spend 3 Trillion dollars on imports! So to replace Income Tax with Tariffs, America needs to apply 100% tariffs on ALL Imports from All countries around the world!\nSo prices on imported goods will be at least double in America! That will make people buy less. Imports will drop! So even with 100% blanket tariffs it will not raise 3 Trillion dollars for Trump!\nWhat's more? As America tries to make more things in America to avoid tariffs, tariffs will dry up and where does Trump get 3 Trillion dollars? ?
Detailed analysis of proposed tax and tariff policy changes, critiquing the feasibility and economic logic of the proposal.
@MyNTran
Mar 4, 2025
With tariffs being an import tax set up to deter local business from buying outside the country, then why put tariffs on american goods save for the 25% that goes directly to the Canadian government …
With tariffs being an import tax set up to deter local business from buying outside the country, then why put tariffs on american goods save for the 25% that goes directly to the Canadian government ? When we could keep prices down for our businesses and imports, it just seens to bump prices up for the microcosm of businesses and puts money in the hands of our federal government, but directly takes money out of contractors,businesses and so on....\nIf there are no contracts for instance with energy flowing to NY, why not bump the price 5% or 10 % ....
Questions the logic of tariff policy, arguing it raises prices for businesses and benefits only government revenue.
@lynngalibois1937
Mar 4, 2025
Definitely don't agree with his buddy buddy with putin that's some bullshit he's an idiot for that one. However this is how it's gonna be. We suffer from taxes and crap keeping us down. We …
Definitely don't agree with his buddy buddy with putin that's some bullshit he's an idiot for that one. However this is how it's gonna be. We suffer from taxes and crap keeping us down. We the people want tariffs to return our country back to the funding source it once had. We don't need your shit it just costs us more to make it here. You were just our cheapy ticket. A non tariff threat is broad but best beleive it better not be no threat of violence. Well turn your Geneva convention and turn it to a whole Geneva Wikipedia.
Critiques government policy (tariffs, foreign relations) while discussing economic impacts and advocating for protectionist trade positions.
@scubamech707
Mar 4, 2025
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
Expresses criticism of a leader's harmful impact on Canada through exaggerated laughter and name-calling, combining humor with policy disapproval.
@christiannunez6025
Mar 4, 2025
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Expresses support for a political figure while criticizing perceived weakness in past action, with implicit call for stronger policy.
@mariosabalza2146
Mar 4, 2025
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
Critical assessment of Trump's actions with emphatic language and implicit agreement with the speaker's position.
@neatznotso7424
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
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
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
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
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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)