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
Is Trump’s performance in the Oval Office really what the GOP equates to strength? Kicking our ally while they’re down, who’s been fighting one of our supposedly greatest adversaries who invaded their country? Berating him …
Is Trump’s performance in the Oval Office really what the GOP equates to strength? Kicking our ally while they’re down, who’s been fighting one of our supposedly greatest adversaries who invaded their country? Berating him for not wearing a suit, or not being grateful enough, or being too hateful to the man who invaded his country and kidnapped Ukraine’s children? If this is strength, why doesn’t he treat Putin this way? It’s only weaker allies where he pounds his chest. Bully. Coward.
Critiques Trump's foreign policy approach toward Ukraine and allies, questioning the consistency and morality of his strength claims.
@Jviotr
Mar 4, 2025
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. …
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. Let the next ad ministration get the win of us removing the tariffs. Yes we will go through a rough time, but we will get through it. Enough with the threats from Trump.
Critiques US tariff policy and Trump's threats while asserting Canadian national identity and resilience.
@harleyquebecenrevue3580
Mar 4, 2025
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
Critiques inter-provincial coordination and trade policy, identifying systemic governance problems without personal narrative or moral framing.
Policy Critique
0.85
@JBB1636
Mar 4, 2025
Then Stop ripping us off Mr Govener
Then Stop ripping us off Mr Govener
Criticizes government policies or practices as exploitative toward citizens.
Policy Critique
0.85
@Slimmy47
Mar 4, 2025
I'm usually reasonable enough to realize that while I may disagree with many policy decisions, there's usually a relatively coherent line of thought to back said actions up. The problem here is that there’s no …
I'm usually reasonable enough to realize that while I may disagree with many policy decisions, there's usually a relatively coherent line of thought to back said actions up. The problem here is that there’s no clear logic behind using tariffs as a tool to curb fentanyl trafficking or immigration. I'm not going to speak on the issue of immigration at the Canadian border because there simply is none. Yes, there are illegals from Canada, but almost 100% of them are from overstaying visas rather than crossing the border unlawfully. So let's talk about fentanyl. \n\nMost fentanyl in the US originates from China, often in precursor form, and is then processed in Mexico before being smuggled into the states. But it's typically trafficked in small, high potency quantities, often hidden in legitimate shipments or through mail, and only on very rare occasions is it being brought in by individuals crossing the border. It has _never_ been documented to have shipped in as part of large scale commercial imports, so a 25% tariff on legal trade with Canada and Mexico doesn’t directly target the black market supply chain at all.\n\nIf we take Trump’s reasoning at face value, the argument seems to be that he wants to exert economic pressure on Mexico and Canada as a means of having them crack down harder on drug trafficking networks. But the issue is that fentanyl simply isn’t coming in through mass import channels, so all this looks like is a punitive measure without a clear mechanism to actually achieve its stated goal. And the implications? Drastically higher costs for consumers in the US, Canada, and Mexico, with absolutely nothing to show for it.
Primarily critiques the logical coherence of tariff policy as a tool against fentanyl and immigration, with some unverified claims about fentanyl trafficking patterns presented as fact.
@greyleaf
Mar 4, 2025
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining …
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining the country and pointing that out is 'racist'.
Critiques government policy as ineffective and harmful, while expressing pessimism about negative impacts and claiming legitimate criticism is silenced as racism.
winstonnn9863
Jan 27, 2026
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an …
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an starlink has fixed that. His goal is to mirror Russia an all fascist governments. He's turning Russia enemies into US enemies.
Criticizes Trump's policies (tariffs, program cuts) and expresses alarm about democratic erosion and authoritarian governance.
@edenriquez5141
Mar 4, 2025
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just …
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just eat everyday and trying to get to the food bank everyday! You would think the the Pm would be more focused on helping his people then he is about helping and standing with Ukraine, pretty soon he won’t have any people to fight for!
Criticizes government priorities, arguing the PM should focus on domestic economic hardship (food banks) rather than international commitments.
@twriiight
Mar 4, 2025
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
Direct criticism of specific immigration ministers and their competence over an 11-year period.
Policy Critique
0.85
hammerhead2184
Feb 27, 2026
Thats because Trudeau put us there
Thats because Trudeau put us there
Blames Trudeau for Canada's current situation, critiquing government leadership and policy decisions.
Policy Critique
0.85
@debbiepoulter2536
Mar 4, 2025
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
Criticizes government policy and voting choices while framing immigration policy as protecting criminals, with implicit us-vs-them framing.
waynec9640
Feb 18, 2026
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without …
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without consultation with anyone. The Liberals take no ideas or instruction from the people who are paying and employing them. They did not elect a Dictator which we have.
Criticizes government policies on military recruitment and accuses leadership of authoritarian governance without democratic consultation.
carleyhamilton9947
Feb 27, 2026
Stop saying the U.S. It's Donald Trump. This didn't happen under Biden, or Clinton or Obama. NAFTA. Trump is the FAULT.
Stop saying the U.S. It's Donald Trump. This didn't happen under Biden, or Clinton or Obama. NAFTA. Trump is the FAULT.
Critiques U.S. policy by attributing blame to Trump specifically and contrasting with previous administrations, framing the issue as policy-driven rather than systemic.
@williammccarthy7187
Mar 4, 2025
It's a shame Canadians aren't granted the privilege of a vote
It's a shame Canadians aren't granted the privilege of a vote
Critiques Canadian policy/governance regarding voting rights while implying unfairness, combining policy analysis with moral concern.
accidentalmeditation
Jan 27, 2026
Making an enemy of Trump is not going to work. Trudeau has no way of knowing who is coming here illegally. Our border is far too gigantic and mostly unguarded. Secure the border and Trump …
Making an enemy of Trump is not going to work. Trudeau has no way of knowing who is coming here illegally. Our border is far too gigantic and mostly unguarded. Secure the border and Trump will back off. Your second choice will be 3rd world war. If you think Putin is going to go backwards on this you are mistaken. The Russians have invested the lives of thousands of their children so far. You don't seem to understand how dangerous a game you are playing. You are naive Trudeau and leading us to the brink of hell.
Critiques border security policy and Trudeau's approach while expressing existential threat concerns about geopolitical conflict.
@pammcisaac5516
Mar 4, 2025
As a Canadian all of you should know that this guy has decimated our country. Don't be deceived by the smile and rehearsed speech.
As a Canadian all of you should know that this guy has decimated our country. Don't be deceived by the smile and rehearsed speech.
Canadian identity claim combined with harsh criticism that Trudeau has damaged the country, functioning primarily as policy critique.
@LaneHagen
Mar 4, 2025
We need ICE here, CBSA is clearly not doing their job what a shame
We need ICE here, CBSA is clearly not doing their job what a shame
Criticizes CBSA's effectiveness and calls for U.S.-style ICE enforcement in Canada.
BlackDemonBuddha
Feb 18, 2026
You're such a loser Trudeau, it's you who did this!
You're such a loser Trudeau, it's you who did this!
Direct personal attack on political leader blaming them for policy outcomes, expressing disapproval of governance.
Policy Critique
0.85
@jazzthespot1493
Mar 4, 2025
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
Proposes specific immigration caps and deportation targets as criticism of current policy, with implicit call for stricter enforcement.
SageOfBlades
Jan 3, 2026
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Critiques perceived inconsistency in Canadian government policy toward independence movements while using ironic framing to highlight double standards.
Jcomprendrien
Jan 27, 2026
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)