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
Take it easy Hillary, more interested in putting on a show. You are the cause of problems you no back bone slime ball politician
Take it easy Hillary, more interested in putting on a show. You are the cause of problems you no back bone slime ball politician
Attacks a political figure's credibility and effectiveness, framing them as performative and complicit in problems.
Rs11asbc
Sep 29, 2025
Trudeau is a pathetic weasel.
Trudeau is a pathetic weasel.
Personal attack on Trudeau as a political leader, functioning as criticism of his leadership and governance.
@davidcombe5211
Mar 4, 2025
Blame the voters for trump who thought he will lower prices he said anything to weak voters that fell for this big lie well get ready to have less spending money
Blame the voters for trump who thought he will lower prices he said anything to weak voters that fell for this big lie well get ready to have less spending money
Criticizes voters for electing Trump based on false promises about prices, implicitly urging accountability and awareness.
@jamesray3920
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
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Critiques Trump administration policy while asserting distinction between leadership and voters.
@MDdreams96
Mar 4, 2025
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Criticizes leadership as fearful while expressing anxiety about future economic consequences, blending critique with economic concern.
@Scottiepoop
Mar 4, 2025
What about the other 5 million..smoke & mirrors
What about the other 5 million..smoke & mirrors
Questions government statistics or policy effectiveness while implying deception ('smoke & mirrors') in immigration numbers.
@Cali736
Feb 19, 2026
Woke clown with no spine that destroyed Canada
Woke clown with no spine that destroyed Canada
Criticizes the current leader's policies and character as destructive to Canada, with identity-based framing of national damage.
@tomeryehezkel9019
Mar 4, 2025
in my opinion they run in circles and lie to protect there own lies
in my opinion they run in circles and lie to protect there own lies
Criticizes government bureaucratic inefficiency and dishonesty in immigration administration.
Policy Critique
0.80
GREEEZY7737
Sep 29, 2025
trump is bonkers
trump is bonkers
Brief dismissive critique of Trump's mental fitness for office, a form of political criticism.
Policy Critique
0.80
@stephenbutler463
Mar 4, 2025
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. …
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. Canadian people, wake up, Vote Conservatives, Save Canada.
Criticizes left-wing immigration policy as manipulative, compares to other countries, and urges voting for Conservatives.
HXarthur
Feb 26, 2026
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much …
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much better for a citizen.
Critiques media reporting practices as biased, proposing new terminology for perceived discrimination while comparing treatment of different religious/ethnic groups.
KnowtoKnow-r4s
Nov 2, 2025
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead …
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead of just talking. Criminals , fentanyl and open boarder is still open. Still so many illegal immigrants are still here. How many have you send home already? No news about illegal immigrants that they send home. Too\n Much barking no bite! Show us how many illegal immigrants have you send home? How many drug lords have you put in jail? No statistics. No proof . Who would believe in you? Show us the proof!!!
Critiques Trudeau's inaction on tariffs, immigration enforcement, and drug trafficking while making unsubstantiated claims about lack of deportations and convictions without evidence.
@hazelhazel5871
Mar 4, 2025
It’s a gross not enough amount compared to how many they’re letting in, how about close the gates completely and start sending back in the multiple thousands.PERIOD!!!
It’s a gross not enough amount compared to how many they’re letting in, how about close the gates completely and start sending back in the multiple thousands.PERIOD!!!
Criticizes current immigration levels as excessive and calls for border closure and mass deportations.
Nookie15
Dec 31, 2025
The moment they ignore the terms of their visas,... they become criminals!!!!
The moment they ignore the terms of their visas,...
they become criminals!!!!
Critiques visa enforcement policy by asserting that visa violations constitute criminal behavior, framed as a policy issue.
chadw4969
Feb 26, 2026
So they implemented a plan to immigrate to Quebec for citizen ship, now they’ve taken it away? Bad form Quebec
So they implemented a plan to immigrate to Quebec for citizen ship, now they’ve taken it away? Bad form Quebec
Criticizes Quebec's immigration policy reversal as unfair and inconsistent, questioning the ethics of changing rules after attracting immigrants.
yournanna866
Nov 21, 2025
If you allow your place tone abused by immigrants because you need their votes, that's what was going on over the 2 decades, it's not a over year thing
If you allow your place tone abused by immigrants because you need their votes, that's what was going on over the 2 decades, it's not a over year thing
Criticizes government immigration policy as motivated by electoral gain and abuse of national sovereignty over two decades.
nandkapoor5568
Dec 31, 2025
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Proposes restrictive policy on student visas with sarcastic tone about enforcement timelines.
AamAdmi100
Oct 21, 2025
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
Critical assessment of Trump's actions with emphatic language and implicit agreement with the speaker's position.
@neatznotso7424
Mar 4, 2025
This is how a leader communicates?
This is how a leader communicates?
Rhetorical question critiquing leadership communication style and competence.
Policy Critique
0.80
@aimen6445
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)