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
Can people start saying the T tariffs instead of American?\nHe does not speak for us. Musk put him in office, and we're trying to raise our voices. Today, he made protests illegal in violation of …
Can people start saying the T tariffs instead of American?\nHe does not speak for us. Musk put him in office, and we're trying to raise our voices. Today, he made protests illegal in violation of the 1st Amendment to the Constitution. What he did to Ukraine, there are no words. We need help. We really need the world to step in and stop him. He's insane. Thank you.
Urges people to distinguish tariffs from Trump while calling for international intervention to stop him, framed as urgent action needed.
@blancheknox4171
Mar 4, 2025
This also time to boycotte US $ as international currency. May be € to be replaced. \nMust remove all UN head offices to somewhere else. \nBoycotte , isolate , ostracized this lunatic psycopath gangster erratic …
This also time to boycotte US $ as international currency. May be € to be replaced. \nMust remove all UN head offices to somewhere else. \nBoycotte , isolate , ostracized this lunatic psycopath gangster erratic leader of US.\n\nCanada , Europe, Mexico, Japan and S.Korea to built as soonest as possible Nuclear Reactor and bmbs. etc. \nBecause you cannot trust from this untrustworthy, mentally imbalanced leader from US.
Urges boycotts, isolation of the US, and military buildup while characterizing the US leader as dangerous and untrustworthy.
@rpshrestha8843
Mar 4, 2025
Let's just stop this shit since when do we have issues between the US and Canada? Why is this happening? Please stop Donald this can't end good ?
Let's just stop this shit since when do we have issues between the US and Canada? Why is this happening? Please stop Donald this can't end good ?
Urges cessation of conflict between US and Canada and directly appeals to Trump to stop, while expressing concern about negative outcomes.
@blackwidowwoodworking9117
Mar 4, 2025
Well done Canada, I'm closing my Amazon and eBay account, I've had enough of anything Aamerican.
Well done Canada, I'm closing my Amazon and eBay account, I've had enough of anything Aamerican.
Announces personal boycott action against American companies in support of Canada's position.
@barlow2976
Mar 4, 2025
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Seeks information on how to support Canada through consumer purchasing decisions.
@michelleclark9723
Mar 4, 2025
Can you please change this clown ?? Get a real men in canada for president! Then trump may respect them
Can you please change this clown ?? Get a real men in canada for president! Then trump may respect them
Directly urges replacement of current leadership ('Can you please change this clown') while criticizing Trudeau's perceived weakness.
@Tenorghaleb.official
Mar 4, 2025
Bro...we need to stop letting people into this beautiful country.
Bro...we need to stop letting people into this beautiful country.
Urges restrictive immigration policy ('stop letting people in') framed as protective of the nation, with underlying anxiety about demographic change.
JGburneraccount
Jan 29, 2026
We need x100 of this at lease
We need x100 of this at lease
Urges expansion of immigration policy by 100x, advocating for increased immigration numbers.
Call to Action
0.78
richarddaigle8777
Dec 25, 2025
They should have the SIN numbers cancelled and all other benefits
They should have the SIN numbers cancelled and all other benefits
Advocates for punitive government action against immigrants by revoking social benefits and identification numbers.
LeeGovender007
Mar 3, 2026
Brampton needs to have a deportation center.
Brampton needs to have a deportation center.
Advocacy for establishing deportation infrastructure in a specific city, implying removal of immigrant populations.
harrisn3693
Jan 28, 2026
lol kick them out of your country ! why this ppl owning other ppls country ..
lol kick them out of your country ! why this ppl owning other ppls country ..
Directly urges deportation ('kick them out') framed as reclaiming national ownership, combining exclusionary identity claims with action demand.
hondagaming4656
Jan 27, 2026
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Urges Indian immigrants to take specific action (support homeless) to correct their perceived perspective.
Daddy-6ru
Sep 20, 2025
This is what we need...leaders from other nations to help Americans to flip the script on Fox news!!!!!!
This is what we need...leaders from other nations to help Americans to flip the script on Fox news!!!!!!
Urging Americans to mobilize and counter media narratives, framed as needing international leadership support.
@bballgurl9
Mar 4, 2025
Everything trump touches, he corrupts, then bankrupts. This is why it all makes sense and this is why it was all so predictable. Republican voters, go talk to your leaders. You already have them hiding …
Everything trump touches, he corrupts, then bankrupts. This is why it all makes sense and this is why it was all so predictable. Republican voters, go talk to your leaders. You already have them hiding from you, they won’t change until you make them fear your wrath more than Trump’s.
Criticizes Trump's policies while explicitly urging Republican voters to confront their leaders and demand change.
@BenFrankarts
Mar 4, 2025
Impeach that orange idiot!!!!
Impeach that orange idiot!!!!
Calls for impeachment of Trump with strong emotional language expressing moral disapproval.
@1RikAtiC1
Mar 4, 2025
And zero is being done about this orange charade of a dictator and his boyfriend. Dump that third word country people. Boycott what you can. No more American products no more American influencers Etc etc. …
And zero is being done about this orange charade of a dictator and his boyfriend. Dump that third word country people. Boycott what you can. No more American products no more American influencers Etc etc. You can do alot as a world wide consumer.
Urges consumers worldwide to boycott American products and influencers while expressing alarm about political leadership.
@raymondk2202
Mar 5, 2025
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
Urges political action against Trudeau ('You will lose') while making unverified claims about territorial secession, framed as a rallying statement.
@johnpyle8027
Mar 4, 2025
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that …
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that Canada can sell. Europe is energy and resource hungry.
Urges Canada to form alliances with other nations and leverage resources, framing this as a strategic response to current challenges.
@DropB
Mar 4, 2025
Not my America, dump trump/putin
Not my America, dump trump/putin
Urges rejection of Trump/Putin through 'dump' language, positioning speaker outside the criticized group.
@mgriffith2000
Mar 4, 2025
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Urges public protests and congressional accountability to prevent authoritarianism, framed as a threat to democracy.
@ethancoster1324
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)