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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Call to Action
2,768 comments
We need to DEPORT
We need to DEPORT
Demands deportation action, expressing a strong exclusionary stance toward immigrants.
GreenLantern-i4e
Sep 20, 2025
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
Repetitive promotion of Poilievre as an alternative, functioning as a call to support a specific political figure.
Call to Action
0.75
@macthbstoct
Mar 4, 2025
I want these people out
I want these people out
Direct statement demanding removal of immigrants, functioning as an implicit call for policy action against a perceived threat.
nono86753
Sep 20, 2025
And yet, liberal government got elected for additional 4 years. Canada voted for this. No point to complain about it now.
And yet, liberal government got elected for additional 4 years. Canada voted for this. No point to complain about it now.
Implicitly calls for political accountability while asserting that Canadians voted for current policies and should accept consequences.
sHrG78
Sep 19, 2025
Go back home please and thank you.
Go back home please and thank you.
Direct demand for immigrants to leave the country, functioning as a call to action against immigration.
Call to Action
0.75
Pasta705
Sep 19, 2025
He said it all... americans need to act now to save themselves
He said it all... americans need to act now to save themselves
Urges Americans to take action ('act now') while asserting national identity and in-group concern ('save themselves').
@jomane
Mar 4, 2025
Bring him here. We need a leader like him
Bring him here. We need a leader like him
Urges bringing in a leader while implicitly asserting national preference, mixing advocacy with identity-based framing.
@Ronnie-d3s
Mar 4, 2025
MAKE CANADA GREAT AGAIN
MAKE CANADA GREAT AGAIN
Political slogan implying Canada needs restoration, functioning as a rallying cry with nationalist undertones.
nowornever9327
Mar 3, 2026
It has to be negative . Canada has to deport.
It has to be negative . Canada has to deport.
Calls for deportation policy as a response to immigration, framed as a necessary action.
dt2526
Nov 20, 2025
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but …
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but majority robberies from The blacks new immigrants. Not racism, but too many Indians, no integrity, not polite, not following our cultural and demanding us to respect them. Respect is a two- way street. Thry don't respect our traditions, they should get deported.
Politicians corruption like a third world countries because those immigrants are from those countries.
Calls for mass deportation while making unsubstantiated claims about immigrant criminality and cultural incompatibility.
yvonnesanita7230
Sep 13, 2025
Man talking about Shariah Law should be deported
Man talking about Shariah Law should be deported
Calls for deportation of someone based on religious law discussion, framing it as a threat requiring removal.
zaiokari1698
Sep 9, 2025
This video is long overdue time for change
This video is long overdue time for change
Vague call for systemic change ('time for change') without specifying what action or policy is desired.
Call to Action
0.75
amypage5700
Sep 12, 2025
Obviously this is the only kind of action towards Trump and Co that works. And obviously I’m not saying all Trump will understand because I don’t think he wants to understand- his aim is to …
Obviously this is the only kind of action towards Trump and Co that works. And obviously I’m not saying all Trump will understand because I don’t think he wants to understand- his aim is to build a worldwide oligarchy. People on paychecks will pay the price
Advocates for confrontational action against Trump while warning of oligarchic threats and economic harm to workers.
@NikolajBlinkenbergWilladsen
Mar 4, 2025
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
Urges removal of a political figure from office, framed as a call to action with identity-based framing (us vs. Trump).
@BlackLung911
Mar 4, 2025
------> everyone that didn't vote liberal
------> everyone that didn't vote liberal
Appears to be directing blame at Liberal voters, implying they should be held accountable, with an us-vs-them framing.
lynsbin
Sep 10, 2025
You need to talk to Trump..he represents the American people.
You need to talk to Trump..he represents the American people.
Directs the speaker to engage with Trump as the representative of American interests, implying a specific action or dialogue should occur.
Call to Action
0.75
@TjWoods-j7b
Mar 4, 2025
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
Urges support for a speech/position ('BURY THOSE CLOWNS') and frames consumer choices along national/identity lines ('IF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE').
@mieszanesztuki
Mar 4, 2025
I live in New York Governor Houchl is charging Congestion prices 9 Dollars to enter south of 60 street Mr Prime monster please tell the governor of New York who shares the border with you …
I live in New York Governor Houchl is charging Congestion prices 9 Dollars to enter south of 60 street Mr Prime monster please tell the governor of New York who shares the border with you to stop this congestion prices it's a scam
Urges the Canadian Prime Minister to intervene with New York's congestion pricing policy, framing it as a scam.
@jimmyk127
Mar 4, 2025
Round em up let’s go get on it now
Round em up let’s go get on it now
Urgent directive to take action ('Round em up let's go') with implied threat/enforcement language.
@thanksgreenfield7365
Feb 22, 2026
No more liberals
No more liberals
Brief partisan statement urging rejection of Liberal party, functioning as a political call-to-action with identity-based framing.
rockhardlyable
Feb 17, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)