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
Incompetent leaders will costs Canadians.
Incompetent leaders will costs Canadians.
Brief criticism of government leadership competence and its negative consequences for Canadians.
Policy Critique
0.85
elmerp315
Feb 27, 2026
So wait, hiring a felon who talks about eating cats and dogs isnt working? A well known liar promised cheaper groceries and the exact opposite is happening? Nahhh that cant be right
So wait, hiring a felon who talks about eating cats and dogs isnt working? A well known liar promised cheaper groceries and the exact opposite is happening? Nahhh that cant be right
Sarcastically criticizes government policy (grocery prices, hiring decisions) through ironic commentary about broken promises.
@Dekaide44
Mar 4, 2025
Good for them, they should raise those tariffs to double what they are right now. Make US pay! These policies are not what many Americans voted for ?
Good for them, they should raise those tariffs to double what they are right now. Make US pay! These policies are not what many Americans voted for ?
Commenter advocates for higher tariffs as policy and references US political context, critiquing current policy direction.
@dbbgba
Mar 4, 2025
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
Proposes specific policy changes regarding healthcare and education access for immigrants, critiquing current government benefits structure.
Gettingitreal
Feb 24, 2026
canada has no point in putting any more money into their border on the false issue of fentanyl. they should scrap the whole deal, no point in appeasement. it be better to use that money …
canada has no point in putting any more money into their border on the false issue of fentanyl. they should scrap the whole deal, no point in appeasement. it be better to use that money for negotiations later.
Direct criticism of Canadian government border spending policy and strategy, arguing resources should be redirected to negotiations.
Policy Critique
0.85
@kyechoe9707
Mar 4, 2025
Whats distressing is when you uncovered that if officials reject an applicant they are basically shooting their career in the foot ... and they have to file a big report and could be challenged in …
Whats distressing is when you uncovered that if officials reject an applicant they are basically shooting their career in the foot ... and they have to file a big report and could be challenged in court and of course that means a court brief and testifying as the prosecuting witness. This isn't the way it was supposed to be...we're talking national security, economics, social safety nets & culture. It really pisses me off the way the game is rigged.
Detailed critique of immigration bureaucracy and legal processes that create perverse incentives, with concerns about national security and fairness.
wz890
Feb 27, 2026
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
He points at Trump, but four fingers point back at himself. Carbon Tax Trudeau is already making things unaffordable.
Critiques Trudeau's carbon tax policy as making things unaffordable while deflecting blame from Trump, using a metaphorical argument.
@phildufour72
Mar 4, 2025
I think the Liberals policies are destructive and they need to go! They're flushing this nation down the sewer!
I think the Liberals policies are destructive and they need to go! They're flushing this nation down the sewer!
Direct criticism of Liberal Party immigration policies using hyperbolic language about national decline.
Policy Critique
0.85
Debbie-e3g
Feb 27, 2026
The Trump doctrine: Make friends with dictators and fight democracy
The Trump doctrine: Make friends with dictators and fight democracy
Critiques Trump's foreign policy approach by characterizing it as favoring dictators over democracy.
@Legilimentable
Mar 4, 2025
Most of PM Carnage's Cabinet is absent and clueless.
Most of PM Carnage's Cabinet is absent and clueless.
Criticizes cabinet competence and presence using derogatory language ('Carnage') for the Prime Minister.
skychaser59
Feb 27, 2026
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Criticizes government inaction and ineffectiveness while implicitly calling for Alberta's separation from federal governance.
ParryEvans-us1bs
Feb 27, 2026
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
Criticizes government officials and bureaucrats for incompetence or corruption in managing the system.
Policy Critique
0.85
Hazara26
Feb 27, 2026
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada??? Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada???
Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
Harshly criticizes government leadership with inflammatory language and expresses concern about future policy decisions.
FrankRivet-gf8bi
Feb 27, 2026
Trudeau sucks. Get outta office already?
Trudeau sucks. Get outta office already?
Direct criticism of Trudeau's leadership with implicit call for his removal from office.
@bizarrefox1766
Mar 4, 2025
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Critiques government resource allocation policy while implicitly appealing to fairness by contrasting treatment of non-citizens versus homeless citizens.
wendyleonenko8962
Feb 24, 2026
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Criticizes government ministers and immigration policy while asserting that immigrants should meet specific criteria and contribute.
pm4833-x4z
Feb 27, 2026
By and large Ukrainians, Europeans, Americans, and Canadians want an end to the war against Russia. Canadians want the opiate catastrophe cleaned up, that 1% is only what the authorities are aware of… plus the …
By and large Ukrainians, Europeans, Americans, and Canadians want an end to the war against Russia. Canadians want the opiate catastrophe cleaned up, that 1% is only what the authorities are aware of… plus the liberals & new democrats are pumping a large “safe supply” into our communities! We want our boarders tightened up, and our economy properly, honestly, and transparently managed. Sit down Trudeau… you don’t represent the majority of Canadians. The rest are catching up.
Criticizes government policy on borders, drug supply, and economic management while claiming to represent majority Canadian opinion; includes unverified claims about 'safe supply' being pumped into communities.
@mondolilith7917
Mar 4, 2025
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their …
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their problems canadas problems
Commenter critiques refugee and immigration policy eligibility requirements while raising economic concerns about taxpayer burden.
robertscahill7987
Feb 24, 2026
It’s about time the conservatives start getting serious about the state of this country.
It’s about time the conservatives start getting serious about the state of this country.
Calls for Conservatives to take stronger action on national issues, implicitly critiquing current government policy.
Policy Critique
0.85
thedudejackietreehorn
Feb 24, 2026
As a Canadian who lives in (largely French-speaking) Quebec, I don't know if our gov't even NEEDS to tariff American consumer goods, the people here are already boycotting US goods and companies en masse. EVERYBODY …
As a Canadian who lives in (largely French-speaking) Quebec, I don't know if our gov't even NEEDS to tariff American consumer goods, the people here are already boycotting US goods and companies en masse. EVERYBODY is doing it - and the pace isn't going to recede anytime soon. Even after the Orange Turd is long gone, trust me, Canadians will remember this! The American state has proven it cannot be trusted. They have unilaterally broken the trade agreement (negotiated by the previous Donald J Chump administration) on the flimsiest of reasons, the 00.2 % of fentanyl that flows over the border into the US from Canada. That deal now obviously not worth the paper it was signed on.
First-person account of Quebec-based grassroots boycott response, critiquing US trade agreement violations and unilateral action.
@chrisbarry500
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)