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
Fear / Threat
3,873 comments
USA people will regret ?that they voted for trump administration
USA people will regret ?that they voted for trump administration
Predicts negative consequences from Trump administration policies, expressing concern about voter regret and implying electoral accountability.
@gabriellazar2667
Mar 4, 2025
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l
Mar 4, 2025
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
Compares Canada unfavorably to Australia while using inflammatory language ('infested') about a demographic group.
CARLOS-b4s3v
Jan 27, 2026
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is …
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is destroying our country. Biden was bad, but Trump is awful.
Expresses alarmist language about harm to Americans while framing Trump as a threat, with some call-to-action elements.
@HillCountryWine
Mar 4, 2025
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
Expresses anxiety about Muslim demographic change while making comparative religious identity claims about Indian and Muslim populations.
janreybaldonado1974
Oct 11, 2025
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
Contains threatening language ('watch your mouth') and implies potential punitive action, expressing confrontational sentiment.
@JohnDoeNomanRIP
Mar 4, 2025
Send the Army to Defend they are coming for your Tax Handouts$$$
Send the Army to Defend they are coming for your Tax Handouts$$$
Expresses security and economic threat ('coming for your tax handouts') while calling for military action.
davem9975
Jan 5, 2026
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Expresses demographic anxiety about white population decline and property value loss due to Indian neighbors, with racial undertones.
Mrahamedmalik
Oct 15, 2025
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Expresses demographic anxiety about Indian population growth and alleged government relocation plans, framed as an existential threat.
XuiranliHermanxuiranliXuiranli
Oct 11, 2025
Canada - coming coloney of america . Trump Will o ertake canada soon.
Canada - coming coloney of america . Trump Will o ertake canada soon.
Expresses alarm about Canada becoming a US colony and Trump takeover, presenting unsubstantiated geopolitical threat.
real-investing-trades
Jan 6, 2026
EUROPE IS NEXT
EUROPE IS NEXT
Expresses alarm about Trump's expansionist threat extending to Europe, invoking fear of broader geopolitical danger.
Fear / Threat
0.75
@eshjane
Mar 4, 2025
Trudeau we agree with you, all this is going too hurt us American citizens.
Trudeau we agree with you, all this is going too hurt us American citizens.
American commenter expresses concern about negative impact on US citizens, framing immigration policy as a threat.
@RomanBarba-v8v
Mar 4, 2025
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
Expresses skepticism and concern about Canada's ability to succeed against the USA, with sarcastic tone suggesting doubt about the outcome.
@josiffexplosiff1
Mar 5, 2025
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and …
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and close the border as a defensive measure against invasion, infiltration, and sabotage. Canada has made it clear they’d rather spend a lot more to ship oil to China’s Communist Dictator Xi Jin Ping in Asia and back than pay a modest 10% tariff and send oil down an already working pipeline to next door America. Contrary to some mega ignorant comments, The U.S.A. is rich in natural resources and can be self sufficient. We just have to resume use of resources that were shut down by the appropriately initialed Barak Obama, Biden-Harris, and deep state bureaucrats in Washington. President Trump can accomplish this with our support. Shop carefully and please do not buy anything from Canada. Leave all Canadian goods to rot on the shelf. You won’t regret not making it to the Miss Hockey Puck festival in balmy Churchill Manitoba either. Other protective measures should be immediate cancellation of all visas and green cards held by Canadians and their deportation from U.S. territory.
Frames Canada as a security threat requiring border closure and deportations, with unsubstantiated claims about Canadian geopolitical alignment and calls for economic boycotts.
@jameshepburn4631
Mar 5, 2025
Bad extremely bad. This isn't going to end well at all. ??
Bad extremely bad. This isn't going to end well at all. ??
Expresses vague alarm and negative prediction about unspecified consequences without elaboration.
Fear / Threat
0.75
@MyronRiley-u5l
Mar 4, 2025
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
The USA will be brought down to its knees. Trump will love it but the people will hate it. Maybe then they will WAKE UP!
The USA will be brought down to its knees. Trump will love it but the people will hate it. Maybe then they will WAKE UP!
Expresses alarm about economic/political decline and calls for people to 'wake up' to perceived threats.
@GladBurgio
Mar 4, 2025
Know who I'm going after when he tries to destroy this country
Know who I'm going after when he tries to destroy this country
Expresses threat perception ('destroy this country') and implies intent to take action against a political figure.
@RyanFriday-m2c
Mar 4, 2025
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark …
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark my words that's his grand plan at home, he wants total control. Don't let him win if this happens. He wants an authetarian state similar to Russia, him & Musk, vance. Then he will try and take Greenland or even Canada, he will try to wind his supporters up into a frenzied in some way or form to basically pick a fight. With a military style rule over the USA he will then start to invade his neighbours or any other mineral rich nation. This is the worst possibility God bless it never materialises.
Presents speculative conspiracy theories about Trump's intentions (civil war, military takeover, territorial expansion) framed as existential threats.
@paulmurray2506
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)