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
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in …
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in front of the cameras and start gas lighting with word salad filled with stats. From the things you should be doing to what your are doing against us it seems like you think you are doing us favors not partnering with me and my country. Keep it 100 %
Criticizes government policy decisions and spending of tax dollars, framed as unfair economic dealings.
@DaBadguy2012
Mar 4, 2025
This fool has lost all credibility . Remember how he acted with the lockdowns.
This fool has lost all credibility . Remember how he acted with the lockdowns.
Attacks a political figure's credibility and references past policy decisions (lockdowns) as basis for criticism.
Policy Critique
0.85
@abelrodriguez1271
Mar 4, 2025
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Critiques a political figure as a traitor while praising another leader's policy positions on a contentious issue.
Policy Critique
0.85
@dixiemorgese3582
Mar 4, 2025
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same …
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same as the person he’s blaming
Criticizes Trudeau's policy response as damaging to Canadian citizens, framing it as ineffective governance.
@lovetraveler1
Mar 4, 2025
Trump is going crazier by the day.
Trump is going crazier by the day.
Critiques Trump's mental state and decision-making as deteriorating, framed as political commentary.
Policy Critique
0.85
@AmitKumarAlphaX
Mar 4, 2025
Lots of drama. Stop fentanyl thats all american government is asking.
Lots of drama. Stop fentanyl thats all american government is asking.
Dismisses broader diplomatic drama to focus on fentanyl as the core policy issue the US government should address.
Policy Critique
0.85
@raymundcanapi1572
Mar 4, 2025
You can blame the immigrants all you want but never blame the politicians who allowed the fake colleges and allowed them in. Never the bride always the bridesmaid
You can blame the immigrants all you want but never blame the politicians who allowed the fake colleges and allowed them in. Never the bride always the bridesmaid
Criticizes politicians and policy decisions (fake colleges, visa approvals) while deflecting blame from immigrants, with implicit us-vs-them framing.
anthonysellsit
Feb 24, 2026
What is Danielle going to do after ruining Albertas' economy. She will deflect and blame others, as always.
What is Danielle going to do after ruining Albertas' economy. She will deflect and blame others, as always.
Criticizes a political leader's handling of Alberta's economy and accuses them of deflection, with an implicit us-vs-them framing about provincial governance.
@robert4031
Feb 21, 2026
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has …
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has been built over decades. People and businesses on both sides of the pond will suffer badly from this idiotic agenda for no real reason. The USA is now officially at trade war with the free world.
Criticizes trade war policy as destructive and idiotic, with concerns about economic and relational consequences.
@campsbay1990
Mar 4, 2025
The conservative wing of our government is scared of Trump. They were a diminishing rudderless party before him, and now they are fully beholden to him even though they know he's wrecking our economy, wrecking …
The conservative wing of our government is scared of Trump. They were a diminishing rudderless party before him, and now they are fully beholden to him even though they know he's wrecking our economy, wrecking our global collateral and relationships, and wrecking our established systems and processes. They'd rather hold onto their jobs than to push back against him. I hope term limits, and rank choice voting come out of all this, because the American government is fully broken.\n \nTrudeau did amazing here.
Critiques conservative politicians for prioritizing power over principle while condemning Trump's impact on institutions and relationships, with praise for Trudeau's response.
@CinePxl
Mar 4, 2025
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
Criticizes Trump's political decisions and governance, focusing on policy outcomes rather than Canadian immigration.
Policy Critique
0.85
@bensmith1629
Mar 4, 2025
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
Critiques immigration policy as intentional rather than accidental, with conspiratorial undertones about deliberate vetting failures.
Heisenberg-src
Feb 17, 2026
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada.
There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed.
There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Critiques immigration policy as a 'vicious evil lie' and claims widespread Canadian opposition to immigration, mixing policy analysis with unsubstantiated claims about public consensus.
derekaitken
Feb 14, 2026
No more benefits for 'asylum" seekers or immigrants. Let NGOs and private funds pay for it. All these benefits and government money bring abuse and grift. Turn off the taps, send them back.
No more benefits for 'asylum" seekers or immigrants. Let NGOs and private funds pay for it. All these benefits and government money bring abuse and grift. Turn off the taps, send them back.
Criticizes government benefits and asylum policy while calling for defunding and deportation.
-37driver
Feb 24, 2026
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Criticizes government policy decisions as reckless ('gamble with our lives') and calls for continued advocacy ('keep speaking sense').
@maryeckel9682
Mar 4, 2025
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
Critiques the government's negotiation strategy and response to tariffs, questioning whether they failed to negotiate effectively.
Policy Critique
0.85
@OptionStrengthViewer
Mar 4, 2025
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Criticism of the Prime Minister's character and call for resignation, framed as policy/leadership critique rather than identity attack.
Policy Critique
0.85
@el4832
Mar 4, 2025
CANADA NEEDS TO IMPOSE AN IMMIGRATION NATIONALITY CAP so we don’t end up with an inordinate amount of people coming from the same country like we do now! This method also assures REAL DIVERSITY.
CANADA NEEDS TO IMPOSE AN IMMIGRATION NATIONALITY CAP so we don’t end up with an inordinate amount of people coming from the same country like we do now! This method also assures REAL DIVERSITY.
Proposes a specific policy change (immigration nationality cap) while framing it as a diversity measure, combining policy critique with identity-based framing.
USA-CANADA1480
Feb 20, 2026
Trudeau is insufferable.
Trudeau is insufferable.
Brief negative assessment of Trudeau's character or leadership style.
Policy Critique
0.85
@Talk4UK
Mar 4, 2025
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Criticizes government and university policies for allegedly misleading international students, framing it as 'legalized human trafficking' with moral condemnation.
deekshantbelwal1269
Feb 11, 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)