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
America needs those who voted for Trump to storm the White House or capital and decommission Trump.
America needs those who voted for Trump to storm the White House or capital and decommission Trump.
Urges violent political action (storming government buildings) framed as necessary response to perceived threat.
@toddb930
Mar 4, 2025
Trudeau is being kind. tRump is a stupid, self-centered, vengeful spoiled, immature brat, who wants to punish everyone and anyone who may do as little as disagree with him. He will never apologize or admit …
Trudeau is being kind. tRump is a stupid, self-centered, vengeful spoiled, immature brat, who wants to punish everyone and anyone who may do as little as disagree with him. He will never apologize or admit he is wrong, but he will be cruel and heartless. We need to shame him and Vance and impeach them and all the MAGAs who support them.
Criticizes Trump's character while explicitly calling for shaming, impeachment, and action against him and his supporters.
@donnakuba6473
Mar 4, 2025
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow …
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow a dictator to invade a country and blackmail the country that is being invaded just for it mineral and don’t have a statement of giving help. I don’t respect trump or his family they are standing by his side as he destroys the country what kind of people are they are they that corrupt the whole family is willing let their father or let her husband do what he doing without saying anything to stop the corruption.
Urges people to communicate with Trump about his Russia alignment while making moral arguments about democracy and corruption.
@jamesadams8595
Mar 4, 2025
Its mass deportation time ...
Its mass deportation time ...
Advocates for mass deportation as a policy action, framed as an urgent imperative.
CanadianConservativeGuy
Oct 7, 2025
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Demands action on human trafficking and drugs while criticizing previous inaction, framed as urgent directive.
@PddIFYU
Mar 4, 2025
Ban CNN from the oval office!
Ban CNN from the oval office!
Urges a specific action (banning CNN from the oval office) directed at authorities or supporters.
Call to Action
0.75
@athomenotavailable
Mar 4, 2025
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Urges retaliatory action against Trump through tariffs, framed as collective resistance.
@jbing6251
Mar 4, 2025
I really can’t believe Donald is dragging us down and we sit back.
I really can’t believe Donald is dragging us down and we sit back.
Expresses frustration with a political leader and implicitly urges inaction/complacency as a problem, framed with national identity concern.
@RaXsOn.j
Mar 4, 2025
WAKE UP CNN \nSTOP COVERING TRUMP \nHAVE YOU SEEN THE MARKETS \nRUSSIA TO GELP RELATIONS WITH IRAN ????
WAKE UP CNN \nSTOP COVERING TRUMP \nHAVE YOU SEEN THE MARKETS \nRUSSIA TO GELP RELATIONS WITH IRAN ????
Directs media (CNN) to change coverage priorities and raises geopolitical concerns, functioning as a demand for action.
@stevenderoy4828
Mar 4, 2025
Dump trump!
Dump trump!
Brief rallying cry to remove Trump from office, expressed as a slogan with satirical tone.
@mytunes-x
Mar 4, 2025
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand …
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand strong those who were born here and love this country.
Urges people to resist fear-mongering media and stand strong for their country, with nationalist framing.
@WileyHeaton
Mar 4, 2025
Trump should maybe rethink things with Canada...
Trump should maybe rethink things with Canada...
Urges Trump to reconsider his approach toward Canada, implying a need for policy change or diplomatic adjustment.
@ajoseph7666
Mar 4, 2025
Great decision and i hope BC does same.
Great decision and i hope BC does same.
Expresses approval and hopes another province will adopt similar measures, implicitly urging action.
Call to Action
0.75
shem4753
Nov 21, 2025
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Urges Canada to implement counter-tariffs while expressing fear about US governance and making inflammatory claims about Russia and Nazism.
@faye4849
Mar 4, 2025
Please stay in office justin!!!! Lets kick this guys asss along with the americans!!!!
Please stay in office justin!!!! Lets kick this guys asss along with the americans!!!!
Urges political leader to remain in office and frames confrontation with adversaries as a collective action, combining solidarity with mobilization language.
@SherryHudson-je8ke
Mar 4, 2025
This minister should be deported she is a shame to the country
This minister should be deported she is a shame to the country
Calls for deportation of a government minister, framing her as a threat to national identity.
gerardhealey4912
Dec 9, 2025
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
Expresses intent to mobilize against a political figure and asserts national identity/legitimacy through 'NOT OUR PRESIDENT' framing.
@homemoviesandotherstuff3419
Mar 4, 2025
just remove them from Canada.
just remove them from Canada.
Minimal comment urging removal of unspecified group, likely immigrants, from Canada.
zhaomike952
Sep 29, 2025
Fight Canada ?? Fight! And this is from a New Yorker.
Fight Canada ?? Fight! And this is from a New Yorker.
Urges Canada to resist/fight while asserting American identity in support, combining exhortation with solidarity.
@yahyahussein425
Mar 4, 2025
Round 'em up and send 'em home.
Round 'em up and send 'em home.
Urges mass deportation action with inflammatory language suggesting threat/danger.
CrashTestPilot
Sep 30, 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)