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
Nobody is talking about Donalds serious and extremely dangerous,progressive mental illness! Everything he is doing is symptomatic of this severe illness,yet he is treated with such respect by those,including the media,who are aware of his …
Nobody is talking about Donalds serious and extremely dangerous,progressive mental illness! Everything he is doing is symptomatic of this severe illness,yet he is treated with such respect by those,including the media,who are aware of his deteriorating condition... He SHOULD NOT be trusted with our nuclear codes!!! Remove him from office before it is too late!!!
Commenter makes a moral argument about unfitness for office but primarily urges removal from power, framed as urgent action needed.
@BLUEWATERTOO
Mar 4, 2025
Canada you are not friends. You need to step down Trudeau.
Canada you are not friends. You need to step down Trudeau.
Directly urges Trudeau to step down while critiquing his leadership.
@kingsecho3351
Mar 4, 2025
End Immigration now please 🥺🙏
End Immigration now please 🥺🙏
Directly urges cessation of immigration policy with an emotional plea.
kiwiwelch3620
Jan 27, 2026
Do Surrey BC next.
Do Surrey BC next.
Direct request for the creator to produce similar content about a different location.
Call to Action
0.85
goongalaCowbanga
Feb 3, 2026
Time for Trump to come in and Clean up the SWAMP ! Deport
Time for Trump to come in and
Clean up the SWAMP ! Deport
Invokes Trump as a solution and explicitly calls for deportations, combining comparative framing with action demands.
RandyW-sp5zw
Aug 26, 2025
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt …
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt assholes in Ottawa, then kiss this country goodbye.
Urges Canadians to take action ('say enough is enough') to reclaim the country from perceived foreign and political threats.
jeremylock7618
Aug 26, 2025
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
Demands immediate immigration closure and deportations, framing immigration as intolerable and urging drastic action.
donaldliard6054
Aug 26, 2025
GET THEM THE FUCK OUT!!!!!!!!!!!!
GET THEM THE FUCK OUT!!!!!!!!!!!!
Aggressive demand for removal of immigrants, using all-caps to emphasize urgency and mobilize action.
caspergotti
Jan 29, 2026
When are actual canadians going to protest??? When will we fight back???
When are actual canadians going to protest??? When will we fight back???
Explicitly urges 'actual Canadians' to protest and resist, framing it as collective action.
jjm2069
Aug 27, 2025
YOU NEED TRUMP OR SOME ONE LIKE TRUMP TO HANDLE THE IMMIGRATION.
YOU NEED TRUMP OR SOME ONE LIKE TRUMP TO HANDLE THE IMMIGRATION.
Urges adoption of a Trump-like approach to immigration policy, framing it as a necessary solution.
davidroberts1254
Aug 25, 2025
Stop india people coming
Stop india people coming
Direct imperative urging policy action to restrict immigration from a specific country.
Call to Action
0.85
jonycash2786
Jan 29, 2026
Deport all indian jeets from canada
Deport all indian jeets from canada
Explicit call for deportation of a specific ethnic group using a derogatory slur.
marcus36ycdr
Jan 27, 2026
Defund cnn.
Defund cnn.
Direct imperative urging action against a media organization, though brief and off-topic to immigration.
Call to Action
0.85
@EvieTighti3
Mar 4, 2025
Wake up Canada
Wake up Canada
Brief exhortation urging Canadians to take action or awareness, though vague in specifics.
Call to Action
0.85
roce8039
Aug 28, 2025
The bike guy should run for mayor.
The bike guy should run for mayor.
Suggests a video subject should run for political office, urging a specific action.
Call to Action
0.85
fishbrownconnect7927
Feb 6, 2026
Mass deportation is the only solution
Mass deportation is the only solution
Advocates for mass deportation as a policy solution, framing it as the only viable approach.
Vanilla_savage
Aug 28, 2025
please make this more known its crazy here in canada
please make this more known its crazy here in canada
Urges the creator to increase visibility of the issue, requesting broader dissemination of the video's message.
Call to Action
0.85
marshallburgess7360
Feb 7, 2026
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
hell ya Ontario do Sudbury its got a lot of problems
hell ya Ontario do Sudbury its got a lot of problems
Urges the video creator to focus on a specific Canadian city (Sudbury) and its problems, requesting action or content direction.
Call to Action
0.85
nico-oƙerr
Jan 27, 2026
No papers go home
No papers go home
Brief demand for deportation of undocumented immigrants, framed as a direct action statement.
Call to Action
0.85
@LucLalonde-u6m
Feb 22, 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)