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
Let's support Canada by purchasing Canadian made goods.
Let's support Canada by purchasing Canadian made goods.
Urges others to support Canada through consumer behavior, framing it as a patriotic action.
@gingermom12
Mar 4, 2025
Trump is causing havoc in America all for his own benefit. \nFor the 2nd time running, Trump is voted the worse President in history. \nThere is doubt Trump wants to start a war. \nImpeach the …
Trump is causing havoc in America all for his own benefit.
\nFor the 2nd time running, Trump is voted the worse President in history.
\nThere is doubt Trump wants to start a war.
\nImpeach the delusional deranged Trump now - Bring on the 25th Amendment !
Criticizes Trump's presidency and explicitly calls for impeachment and invocation of the 25th Amendment.
@doobieau4485
Mar 4, 2025
Take off the word blistering so that my Trump-supporting family members will watch. It's important information for everyone to hear.
Take off the word blistering so that my Trump-supporting family members will watch. It's important information for everyone to hear.
Urges modification of messaging to persuade Trump supporters to engage with the content, framing it as important information dissemination.
Call to Action
0.85
@kerrilynvh4022
Mar 4, 2025
I'm Danish - we have a big movement in Denmark to boycot American goods. The US has failed in so many ways. They will learn - perhaps to late - what the price is. In …
I'm Danish - we have a big movement in Denmark to boycot American goods. The US has failed in so many ways. They will learn - perhaps to late - what the price is. In the mean time I urge people around the world who supports Ukraine, Mexico, Canada and Europe - who supports the right to freedom - to buy goods from each other. Lets join together with Japan, Australia, South Korea etc - let's show the US that YES, they were important - yes they WERE the leaders of the free world - but they lost the right to that title the moment they selected Trump for president again. Let's show them what real bravery is and what real freedom is!
Combines personal identity (Danish), comparative framing (US vs. allies), and explicit calls for coordinated boycotts and international solidarity.
@linnea352
Mar 4, 2025
Deport every immigrant from 2015-2026
Deport every immigrant from 2015-2026
Demands mass deportation of immigrants from a specific time period, framed as a direct policy action.
Silas_Stone
Jan 27, 2026
Get Rid of trump...
Get Rid of trump...
Direct imperative urging removal of a political figure, functioning as a call to action.
Call to Action
0.85
@peggygonzales-kj3zu
Mar 4, 2025
Come on the rest of the decent world we can make a stand against the USA. Don’t buy Tesla. Don’t buy Ford. Don’t buy Nike. Don’t buy Apple. Buy Samsung, Adidas. French & German cars. …
Come on the rest of the decent world we can make a stand against the USA. Don’t buy Tesla. Don’t buy Ford. Don’t buy Nike. Don’t buy Apple. Buy Samsung, Adidas. French & German cars. Buy beers & wine from many countries & not the USA. Then with finances try to avoid American banks & credit card companies & shares. Even at a basic level we can all make a difference. Our governments all need to make a difference & trade more with each other rather than the USA it will be tough & take a while but we can break away from this hideous nation & need to do so asap.
Urging coordinated economic boycott of US companies and banks as political action against the USA.
@tristanmorris9850
Mar 4, 2025
America please impeach Trump
America please impeach Trump
Directly urges Americans to impeach Trump, functioning as a political call to action.
Call to Action
0.85
@yousef446555
Mar 4, 2025
Get rid of em
Get rid of em
Terse demand to remove immigrants, functioning as a call to action with underlying xenophobic sentiment.
teki2587
Jan 27, 2026
Daniel Smith, GO AWAY. You're not doing any good for Alberta. Albertans want you gone. You're working on your own agenda and NOT in Albertans' best interests. I will NEVER support anything from you. PLEASE …
Daniel Smith, GO AWAY. You're not doing any good for Alberta. Albertans want you gone. You're working on your own agenda and NOT in Albertans' best interests. I will NEVER support anything from you. PLEASE STEP DOWN!
Explicitly urges resignation and expresses strong opposition, combining demands for action with criticism of governance.
@Judyjlefebvre
Feb 20, 2026
The president should be removed when it's hurting the country. Dear Senate and Congress, do your job,you're working for the people, not the president.
The president should be removed when it's hurting the country. Dear Senate and Congress, do your job,you're working for the people, not the president.
Urges Senate and Congress to remove the president and fulfill their duty to the people.
@Monika-mh2je
Mar 4, 2025
Send them back!
Send them back!
Direct call for deportation of immigrants.
Call to Action
0.85
mj24672
Jan 5, 2026
TRUMP, VANCE, AND MUSK-RAT MUST GO!!!
TRUMP, VANCE, AND MUSK-RAT MUST GO!!!
Direct demand for removal of political figures; uses emphatic language to urge action against named individuals.
Call to Action
0.85
@Warren-o3y
Mar 4, 2025
Do Peg city 🚕 next
Do Peg city 🚕 next
Requests the creator make content about a specific location (Peg city/Winnipeg), urging future video production.
Call to Action
0.85
KFLson
Jan 27, 2026
I hope the Trump Administration takes this video seriously.
I hope the Trump Administration takes this video seriously.
Urges the Trump Administration to take action based on the video's content, implying policy change.
Jack-qk3xv
Jan 27, 2026
A true leader. Are Canadians sure they want him gone?\nIt’s time the rest of the civilised world turned its back on the US. We have all been lazy and relied on them taking away the …
A true leader. Are Canadians sure they want him gone?\nIt’s time the rest of the civilised world turned its back on the US. We have all been lazy and relied on them taking away the need to invest in what we can do. Which is why they think they hold all the cards Let’s stop this now and all civilised nations that do not have narcissistic tyrants at the lead pull resources together with new trade deals and prove them wrong. Let them implode. It will happen. Let’s not trade with them \nStop buying Teslas too
Extended appeal for international cooperation and specific economic actions (trade deals, boycotts) against the US, framed as solidarity among civilized nations.
@wesleyshepherd4213
Mar 4, 2025
Close the boarder send them.home deport the rest canada is closed
Close the boarder send them.home deport the rest canada is closed
Imperative demands to close borders, deport immigrants, and declare Canada closed, combining exclusionary identity assertion with explicit policy demands.
spencersproule6301
Jan 5, 2026
every province should be doing this
every province should be doing this
Commenter urges other provinces to adopt similar policies, expressing a directive for action.
Call to Action
0.85
@MenaceXP
Feb 20, 2026
So many easy targets to choose, stop or cancel business with the following: Netflix, Disney Channel, Amazon, Costco, Walmart, Starbucks, Home Depot, TJ Max, McDonald’s, Wendy’s, Burger King. Oh yeah, switch from YouTube to TikTok.
So many easy targets to choose, stop or cancel business with the following: Netflix, Disney Channel, Amazon, Costco, Walmart, Starbucks, Home Depot, TJ Max, McDonald’s, Wendy’s, Burger King. Oh yeah, switch from YouTube to TikTok.
Urges boycotts of specific companies and platforms as economic pressure tactics, mobilizing collective action.
@dps253
Mar 4, 2025
Deport scammer india
Deport scammer india
Demands deportation while making a derogatory generalization about Indian immigrants as scammers.
ChrisBarber-v1j
Feb 25, 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)