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
Call to Action
2,768 comments
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Demands mass deportation and policy change while using partisan language ('weak ass liberals'), combining action-oriented rhetoric with political identity framing.
KD1974
Aug 26, 2025
Deportation needs to take place in every immigration office
Deportation needs to take place in every immigration office
Calls for deportation action to be taken by immigration offices as a policy solution.
sheldoncarmichael4534
Aug 26, 2025
Can you guys arrest that orange idiot for not adhering to the oath, serving the Americans, not the Russians??? How much more chaos and destruction needs to happen before you act??? How much more negative …
Can you guys arrest that orange idiot for not adhering to the oath, serving the Americans, not the Russians??? How much more chaos and destruction needs to happen before you act??? How much more negative development, undermining social security, and bullying long term partners who stood with your soldiers in different US-initiated wars??? Serious, how much longer are you just gone wait and sit until all civilised structures that democratic countries built up together and the US internatlly in the last few decades are going be vanished? The only laughing party, who is doing nothung but just sitting and waiting for it to happen, is Putin, god damned! Wake up, act!
Urgent demands for action ('arrest', 'Wake up, act!') combined with moral appeals about democratic structures and security threats from Russia.
@kabouter4297
Mar 4, 2025
Keep speaking the truth no matter who it offends.
Keep speaking the truth no matter who it offends.
Encourages continued speech and truth-telling regardless of offense, a direct exhortation to action.
Call to Action
0.85
rd9973
Aug 26, 2025
Dump that criminal Trump!
Dump that criminal Trump!
Direct call to remove Trump from office, expressed as impeachment demand.
Call to Action
0.85
@theveryfirst
Mar 4, 2025
Deport all Indians!
Deport all Indians!
Direct call for deportation of a specific ethnic group, framed as a policy action.
straykittycat1683
Feb 11, 2026
This needs to be on fox news
This needs to be on fox news
Urges that the video content be shared on a major news network, attempting to amplify its reach.
@yasmigonaduwa1869
Mar 4, 2025
Americans!!! Please stop Trump!!! He is out of control.
Americans!!! Please stop Trump!!! He is out of control.
Urges Americans to take action against Trump while framing him as a threat, combining mobilization with alarmism.
@paolomassarelli4615
Mar 4, 2025
DEPORT INDIAN SCAMMERS
DEPORT
INDIAN
SCAMMERS
Direct imperative calling for deportation of a specific ethnic group, combining xenophobic framing with explicit action demand.
neverbeforeseenvideos2249
Feb 10, 2026
No more indians in Canada, Remigration now!
No more indians in Canada, Remigration now!
Calls for removal of a specific group and advocates for remigration policy, combining exclusionary identity framing with political action.
BasedMisatoSpeaks1488
Jan 27, 2026
Save America ????? from the corrupt government regime.\nWe need to remind our politicians that you were voted in by the people and can be voted out by the same people.\nSpeak truth to facts. Start standing …
Save America ????? from the corrupt government regime.\nWe need to remind our politicians that you were voted in by the people and can be voted out by the same people.\nSpeak truth to facts. Start standing up for our Rights and the promises you made!
Urges politicians to fulfill promises and stand up for rights, framed as a call to accountability and action by elected officials.
@daphneyherrington1065
Mar 4, 2025
Remove Trump from office. He is totally incompetent. Our country has lost its democracy. Trump has got to be removed.
Remove Trump from office. He is totally incompetent. Our country has lost its democracy. Trump has got to be removed.
Urges removal of Trump from office while framing it as a moral/democratic imperative, combining action-oriented language with ethical appeals.
@reginaldberry1188
Mar 4, 2025
Deport every single one of them. No Exceptions.
Deport every single one of them. No Exceptions.
Demands mass deportation with absolutist language, framing immigrants as a threat requiring removal.
MrHybridblue
Jan 27, 2026
Shut the border for 10 years. We need a reset.
Shut the border for 10 years. We need a reset.
Direct call for border closure and policy reset, urging specific government action.
Call to Action
0.85
storytimewithunclekumaran5004
Feb 26, 2026
deport them all.
deport them all.
Demands deportation of immigrants, framing it as a direct action to be taken.
thanpanthipan8942
Feb 9, 2026
TRUMP DID THIS. People need to remember that this was TRUMP's decision when they see prices sky rocket and people start losing their jobs. The guy is literally betraying our allies, siding with dictators and …
TRUMP DID THIS. People need to remember that this was TRUMP's decision when they see prices sky rocket and people start losing their jobs. The guy is literally betraying our allies, siding with dictators and starting a self imposed crash to allow his friends to buy up businesses for pennies on the dollar. NEVER FORGET THIS. HE NEEDS TO BE IMPEACHED!! HE'S A TRAITOR AND A LIAR AND HE's RUINING OUR COUNTRY!
Primarily urges action (impeachment, remembrance) while citing economic consequences and moral betrayal.
@texastruth
Mar 4, 2025
Prime minister Trudeau ,it's time you leave the sit
Prime minister Trudeau ,it's time you leave the sit
Direct demand for Prime Minister Trudeau to resign, framed as political action.
@arjyashresthodey5343
Mar 4, 2025
Trump is a loyal soldier to Putin. Democrats, Republicans, Maga, Progressives, Independents, Libertarians, etc, etc have to pull together to oust Trump and those politicians that are too corrupt or too scared to stand up …
Trump is a loyal soldier to Putin. Democrats, Republicans, Maga, Progressives, Independents, Libertarians, etc, etc have to pull together to oust Trump and those politicians that are too corrupt or too scared to stand up to Trump and his corrupt and ill advised moves. Trump is doing things that benefit himself and the billionaires, no matter the cost to the democracy of America.
Commenter urges political unity across party lines to remove Trump, framing it as necessary to protect democracy and prevent corruption.
@snteag
Mar 4, 2025
Get them out of the country!!!
Get them out of the country!!!
Demands removal of immigrants, combining xenophobic sentiment with an explicit call for action against a group.
Pavel.l445-j7h
Feb 7, 2026
Turn the electric off the USA, teach trump a lesson
Turn the electric off the USA, teach trump a lesson
Urges punitive action against the USA as retaliation for Trump's tariffs.
Call to Action
0.85
@Angel-vf5du
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)