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
Search & Filter
Policy Critique
5,980 comments
As someone who has detested what this man and his party have done to this country in the last nine years, I still have to give him props for calling out Trump and his stooges …
As someone who has detested what this man and his party have done to this country in the last nine years, I still have to give him props for calling out Trump and his stooges for their dumbass economic suicide, and for calling Putin out for being the POS that he is. Remember when America wasn't a boot licking joke? Those were good times.
Balances criticism of Trudeau's domestic record with acknowledgment of his foreign policy positions, while comparing Canada favorably to the US.
@Caffeine_Club
Mar 4, 2025
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Criticizes government preparedness and leadership response while implicitly calling for better action.
@michellesulewski5752
Mar 4, 2025
Nobody cares about phentanyl, it's you Mr. Prime Minister who Trump doesn't like. Once you're out, everything will get back to normal like before.
Nobody cares about phentanyl, it's you Mr. Prime Minister who Trump doesn't like. Once you're out, everything will get back to normal like before.
Critiques the Prime Minister as the real issue in the trade dispute, suggesting policy change (removal) would resolve tensions.
Policy Critique
0.80
@SanjayJ2012
Mar 4, 2025
Wow. Imagine having a real leader instead of a bitter, selfish, authoritarian burning your whole country to the ground without any regard to 90% of the population.
Wow. Imagine having a real leader instead of a bitter, selfish, authoritarian burning your whole country to the ground without any regard to 90% of the population.
Criticizes leadership as authoritarian and harmful to the population, combining ethical judgment with critique of governance.
@jesshoup3134
Mar 4, 2025
Any time you are on any kind of team, the teammates you want are ones you can trust, ones that will keep their word. One thing that has made the US strong is the allies …
Any time you are on any kind of team, the teammates you want are ones you can trust, ones that will keep their word. One thing that has made the US strong is the allies we have. He have been able to keep these allies because, in general, we have stuck to agreements we have made with other countries historically. If you have an ally that doesn’t fulfill their end of agreements then they are not much of an allie. If Trump is thinking he can “replace” our current allies and just go become allies with Russia—Russia doesn’t have a good track record on following through on agreements in the last few decades.
Analyzes alliance-building and international agreements as policy concerns, comparing Trump's approach to historical US practice.
@SylvanFosters
Mar 4, 2025
So tariffs will prevent Canada from protecting Americans ? That’s not a friend this is politics
So tariffs will prevent Canada from protecting Americans ? That’s not a friend this is politics
Critiques tariff policy as contradicting friendly relations and prioritizing politics over mutual benefit.
@DonYo345
Mar 4, 2025
Trudeau is just loving the spotlight … narcissistic simpleton ?
Trudeau is just loving the spotlight … narcissistic simpleton ?
Critiques Trudeau's motivations and character as narcissistic, questioning his sincerity in political engagement.
Policy Critique
0.80
@VH-gw3qi
Mar 4, 2025
Can Trump Become a Dictator Like Putin? \nTrump has authoritarian tendencies, but turning the U.S. into a full dictatorship like Putin’s Russia would be extremely difficult. Here’s why: \n1⃣ The U.S. Has Strong Institutional Barriers …
Can Trump Become a Dictator Like Putin?
\nTrump has authoritarian tendencies, but turning the U.S. into a full dictatorship like Putin’s Russia would be extremely difficult. Here’s why:
\n1⃣ The U.S. Has Strong Institutional Barriers
\nUnlike Russia, where Putin gradually dismantled democracy, the U.S. has checks and balances (Congress, courts, states, the military).
\nTrump tried to challenge the system, but courts often ruled against him, showing that he doesn’t have full control.
\nTo become a true dictator, he would need to take over the judicial system, military, and elections—none of which are fully in his hands.
\n? Example:
\nTrump lost multiple court cases on election fraud claims, proving he does not yet have absolute control.
\n2⃣ He Lacks Full Control Over the Military & Law Enforcement
\nPutin controls the Russian military and secret police, allowing him to silence opposition.
\nIn the U.S., the military swears loyalty to the Constitution, not the president.
\nTrump tried to use the military against protesters, but military leaders refused, signaling that they wouldn’t blindly follow him.
\n? Example:
\nOn Jan 6, 2021, Trump encouraged an attack on the Capitol, but the military did not intervene on his behalf.
\n3⃣ American Democracy is Deeply Embedded in Culture
\nUnlike Russia, where people are used to strongmen leaders, Americans are culturally resistant to dictatorship.
\nU.S. citizens, journalists, and activists openly resist government overreach, making it harder for an authoritarian to rise.
\nFree press and independent media make it difficult to spread unchecked propaganda the way Putin does in Russia.
\n? Example:
\nTrump was impeached twice, showing that Congress still holds power over the president.
\n4⃣ Trump’s Path to Dictatorship Would Require More Control Over Elections
\nPutin rigged elections, eliminated opponents, and rewrote laws to stay in power.
\nTrump has tried to change voting laws and delegitimize elections, but the system still blocked him.
\nIf Trump could fully control elections, he could remove opposition and rule indefinitely.
\n? Example:
\nHe’s trying to install loyalists in key election positions for 2024, but this does not guarantee full control.
\n5⃣ Could He Still Try? Yes. Could He Succeed? Unlikely (For Now).
\n✔ Trump has authoritarian instincts and wants more power.
\n✔ He is trying to weaken institutions to increase control.
\n✔ But the U.S. system makes dictatorship much harder than in Russia.
\n✔ Unless he completely controls elections, the courts, and the military, he cannot rule like Putin.
Detailed analysis of Trump's authoritarian potential compared to Putin's dictatorship, examining institutional checks and democratic resilience in the U.S. system.
@stevenchang9022
Mar 4, 2025
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa.
Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Criticizes Trudeau's immigration policy and presents specific statistics about immigrant origins; the claim about 'over a quarter from 2 countries' lacks verification.
PS-383
Aug 26, 2025
Trudeau sucks he hates freedom
Trudeau sucks he hates freedom
Direct criticism of Trudeau's leadership and policies, characterizing him as anti-freedom.
Policy Critique
0.80
@blacksmokematters4521
Mar 4, 2025
Canada needs a new conservative prime minister Pierre Pollievre….Trudeau is a fool.
Canada needs a new conservative prime minister Pierre Pollievre….Trudeau is a fool.
Critique of current PM with call for conservative leadership change.
@paulpachis9689
Mar 4, 2025
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Critiques government prioritizing financial gain from international students over ethical considerations.
nascardave48
Feb 18, 2026
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
Accuses Trudeau of manipulation and suggests he is attempting to divide Americans against their government.
@Asianmamadiary
Mar 4, 2025
If it wasnt for Trump you wouldnt have taken action to stop the fentanyl. WE HAVE A STRONG PRESIDENT! You should have been securing the border in the first place not wait for the motivation …
If it wasnt for Trump you wouldnt have taken action to stop the fentanyl. WE HAVE A STRONG PRESIDENT! You should have been securing the border in the first place not wait for the motivation from our President!
Criticizes Canadian border policy while comparing favorably to Trump's approach on fentanyl.
@galyaatanasova4953
Mar 4, 2025
Brought to you by the Federal Liberals. The Party of Choice, apparently…
Brought to you by the Federal Liberals. The Party of Choice, apparently…
Blames Liberal government for immigration policy outcomes, with sarcastic framing suggesting they prioritize immigrant choice over Canadian interests.
troyjollimore4100
Feb 18, 2026
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Canadians aren't turning against immigrants. They are turning against the scam. The immigrants are just caught in the crossfire
Distinguishes between opposition to immigration policy ('the scam') versus immigrants themselves, framing this as a systemic problem rather than xenophobia.
greysea1614
Aug 25, 2025
Let's see how Rupert Murdoch and Fox Fake News spins this, then again, they don't even have to get creative. Just out right lie as usual.
Let's see how Rupert Murdoch and Fox Fake News spins this, then again, they don't even have to get creative. Just out right lie as usual.
Criticizes media outlets for bias and dishonesty, with an accusation of systematic lying presented without specific evidence.
@richardhunt135
Mar 4, 2025
Trudeau complained, begged, threatened, retaliated at the same time. ???
Trudeau complained, begged, threatened, retaliated at the same time. ???
Critiques Trudeau's contradictory diplomatic approach (complaining, threatening, retaliating simultaneously).
Policy Critique
0.80
@natduinfo
Mar 4, 2025
It's awesome to hear the REAL TRUTH from a real leader!\nTragically it's NOT the president of my country, the USA!!\nTRUMP IS AN UNHINGED IDIOT, AS ARE HIS CULT FOLLOWERS!
It's awesome to hear the REAL TRUTH from a real leader!\nTragically it's NOT the president of my country, the USA!!\nTRUMP IS AN UNHINGED IDIOT, AS ARE HIS CULT FOLLOWERS!
Criticizes Trump's leadership and supporters as unfit, contrasting with approval of the video's subject (implied Canadian leader).
@gailcook6583
Mar 4, 2025
How America have a convicted Felon as there president is beyond me
How America have a convicted Felon as there president is beyond me
Rhetorical question expressing disbelief and criticism of US electoral/legal system allowing a convicted felon as president.
@user-ms4zc6cm3j
Mar 4, 2025
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)