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
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
Critique of Trump's tariff policy as economically destructive, with moral judgment about his intentions.
@jamiefinlayson7640
Mar 4, 2025
The stock market IS NOT the economy! Good grief. This comment is to the yacking pundits after the Trudeau statements.
The stock market IS NOT the economy! Good grief. This comment is to the yacking pundits after the Trudeau statements.
Critiques economic analysis by pundits, arguing stock market is not a true measure of economic health.
@GaryWardatCoastalBliss
Mar 4, 2025
I agree with most of this except where Trudeau said that Trump was a smart guy.
I agree with most of this except where Trudeau said that Trump was a smart guy.
Partial disagreement with Trudeau's characterization of Trump, representing nuanced critique of political statements.
Policy Critique
0.80
@DQ940
Mar 4, 2025
A bunch of filthy leftist trolls supporting this moron Trudeau who screwed Canadians with Carbon tax and invited a Nazi to his parliament
A bunch of filthy leftist trolls supporting this moron Trudeau who screwed Canadians with Carbon tax and invited a Nazi to his parliament
Criticizes Trudeau's policies (carbon tax) and political opponents, with inflammatory language but focused on policy disagreement.
@arvnar2023
Mar 4, 2025
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, …
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, EU Tarrifs will come.
Critiques government policy as a pretext for tariffs and personal tax benefits, presenting an unverified conspiratorial claim about hidden motives.
@waynehing1084
Mar 4, 2025
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my …
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my country can’t see him for what he is.
Criticism of Trump's tariff policy and foreign policy decisions, with expression of national shame and division.
@av8rshane491
Mar 4, 2025
Mass immigration clearly doesnt work so whats the end game for the liberals?
Mass immigration clearly doesnt work so whats the end game for the liberals?
Criticizes mass immigration policy as ineffective and questions government motives, framing it as a deliberate strategy.
seanpower1595
Feb 27, 2026
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
Criticizes Trump as irrational and blames him for harm to Canadian citizens, combining policy and moral judgment.
@lisalovelace4532
Mar 4, 2025
I think this is the wrong approach. It's too preachy! Not all Americans are selfish and self serving and it would be better to play on their sympathies!
I think this is the wrong approach. It's too preachy! Not all Americans are selfish and self serving and it would be better to play on their sympathies!
Critiques the rhetorical approach taken toward Americans, arguing for appeals to sympathy rather than moral judgment.
@ronlivingston7612
Mar 4, 2025
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Criticizes government immigration policy and specific officials while expressing security/crime concerns about refugee resettlement.
HoboSmitty
Feb 28, 2026
As long as we roll out the welfare red carpet they'll keep coming
As long as we roll out the welfare red carpet they'll keep coming
Argues that welfare benefits attract immigrants, implying policy enables unwanted immigration.
tonymoretti2347
Feb 25, 2026
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. …
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. Last I heard is that you wanted to leave and you discussed it with your son/daughter on breakfast table.
Criticizes Trudeau's handling of Trump relations and domestic policies (immigration, housing, inflation), with an unverified claim about private family discussions.
@troll_mf
Mar 4, 2025
Finally Trudeau says something sensible. 'bout time.
Finally Trudeau says something sensible. 'bout time.
Evaluative comment praising Trudeau's statement as sensible, implying previous criticism of his positions.
Policy Critique
0.80
@stefeniedavidmusic
Mar 4, 2025
This man is another good actor... not a real leader.
This man is another good actor... not a real leader.
Criticism of Trudeau's leadership credibility, characterizing him as performative rather than substantively competent.
Policy Critique
0.80
@nachezman
Mar 4, 2025
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about …
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about precious metals. Ukraine didn't give them to him so he doubled down on the tariffs.
Canadian commenter critiques border policy framing while making an unsubstantiated claim about tariffs being motivated by precious metals.
@shawndraper4148
Mar 4, 2025
As Canadian, I agree to retaliate the tariffs. Why, because The American leader cannot be trusted and even if we do what they expect they want more and more, same as PUTIN.
As Canadian, I agree to retaliate the tariffs. Why, because The American leader cannot be trusted and even if we do what they expect they want more and more, same as PUTIN.
Canadian commenter supports retaliatory tariffs while critiquing American leadership trustworthiness, comparing Trump to Putin.
@jesuspillajo4208
Mar 4, 2025
This guy is not a reasonable politician! Hes a big dick tator
This guy is not a reasonable politician! Hes a big dick tator
Criticizes the politician's reasonableness and character as a leader, though expressed with insults.
Policy Critique
0.80
@mikewilliams6086
Mar 4, 2025
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK …
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK THIER LIFE 20 YEARS IN IRAQ AFGHAN NATO TOOK THIER CORRIE AND PENSION BENEFITS ARRESTED #FREEDOMCONVOY2022 BUT LET PALESTINIAN PROTESTERS SCREAMING KILL JEWISH PEOPLE ACROSS THE COUNTRY JUSTIN TWO FACED EVIL TO THE CORE \nDON'T BELIEVE ANYTHING HE SAYS
Multi-faceted critique attacking Trudeau's policies on military mandates, protest handling, and perceived hypocrisy, with identity framing as 'Canadian' and implicit call to action against him.
@serget2168
Mar 4, 2025
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much …
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much do to your own destructive policies. Fix it !! Saying your doing everything necessary but actually doing nothing and haven't since you been there.
Sustained critique of Trudeau's governance, combining personal attacks with economic arguments about affordability and policy failures.
@jaceSHO
Mar 4, 2025
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
Criticism of Trump's character and inconsistent trade policy approach, blaming him for destructive actions.
@michaelcutcliffe437
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)