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
You IDIOTS voted for Trump
You IDIOTS voted for Trump
Blames voters for electing Trump, implicitly calling for different voting behavior in future.
Call to Action
0.70
@NZperrito
Mar 4, 2025
YOU KNOW DO IT, PLEASE THESE CRUMP GUTTER SUPPORTERS NEED TO SEE WHAT THEY VOTED FOR
YOU KNOW DO IT, PLEASE THESE CRUMP GUTTER SUPPORTERS NEED TO SEE WHAT THEY VOTED FOR
Urges action ('DO IT, PLEASE') to show consequences to political supporters, though the specific action is unclear.
Call to Action
0.70
@ninasimone727
Mar 4, 2025
Just hang on, he only got 4 yrs.
Just hang on, he only got 4 yrs.
Encourages patience/endurance through Trump's term, implicitly urging resilience as a form of resistance.
@tianenhsu9139
Mar 4, 2025
Not all are bad news Please do an amish video,
Not all are bad news Please do an amish video,
Request for the creator to produce content on a different topic (Amish video), framed as constructive suggestion.
fentor-q3u
Jan 27, 2026
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Proposes a policy action (offering US citizenship) with ironic tone suggesting it would resolve political tensions.
@user-ye8bh1sl6d
Mar 4, 2025
Hopefully it will be impeached ?as well his minions
Hopefully it will be impeached ?as well his minions
Urges impeachment action against political figures, though context is unclear.
Call to Action
0.70
@redendizon3172
Mar 4, 2025
is the 77 million people still trust him? Lets make America singe again.
is the 77 million people still trust him? Lets make America singe again.
Questions public trust in a leader and calls for political change ('Make America singe again'), framed as a rallying statement.
@mayfirst318
Mar 4, 2025
I hope POTUS hears this.
I hope POTUS hears this.
Implicitly urges the US President to listen to the message, suggesting action or attention from political leadership.
Call to Action
0.70
@patmiller-garner6881
Mar 4, 2025
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
Cryptic call for political action through voting or removal of power, though phrasing is unclear and potentially coded.
Call to Action
0.70
@skooool
Mar 4, 2025
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up.
I think it's time to let the young people vote and the old people should sit it out, no offense.
Urges generational change in voting patterns while expressing concern about national direction, with implicit identity-based framing.
Alleykat1313
Feb 17, 2026
Cut the power to USA now! Cut everything
Cut the power to USA now! Cut everything
Urges Canada to take aggressive action (cut power/trade) against the USA, framing as nationalist call to action.
@davidtremblay7376
Mar 4, 2025
100% tariff against Tesla
100% tariff against Tesla
Appears to be advocating for or demanding a specific tariff policy action, though context is minimal.
Call to Action
0.70
@lrod2470
Mar 4, 2025
Living in mtl... pls bust these mfers out !
Living in mtl... pls bust these mfers out !
Urges action ('bust these mfers out') with implied threat/removal language directed at a group in Montreal.
trxash3039
Jan 27, 2026
Shut off New Yorks power
Shut off New Yorks power
Appears to be an inflammatory call to action, though cryptic in nature.
Call to Action
0.70
@dr.kurtjohnson1791
Mar 4, 2025
Like dude… magas, you voted for him go pay them tariffs
Like dude… magas, you voted for him go pay them tariffs
Sarcastically directs Trump supporters to pay tariffs themselves, combining mockery with implied criticism of their voting choice.
@AKEN4
Mar 4, 2025
I pray the idiots that voted for Dumpy are listening, you will be effected ?
I pray the idiots that voted for Dumpy are listening, you will be effected ?
Urges voters who supported Trump to recognize negative consequences, combining a call for awareness with moral judgment about electoral choices.
@adriehunn9656
Mar 4, 2025
Can we get him for prez?
Can we get him for prez?
Rhetorical question urging support for someone as president, expressing political preference.
@kenwheeler7591
Mar 4, 2025
mi request to the all Americans and Canadians to tariff trump Kiss or Kick. No need to frustrate , digest it. Buy your own country, s goods. Good Luck to Americans papa trump and his …
mi request to the all Americans and Canadians to tariff trump Kiss or Kick. No need to frustrate , digest it. Buy your own country, s goods. Good Luck to Americans papa trump and his policies in the America and broad.
Urges Americans and Canadians to support tariffs against Trump and buy domestic goods, though the message is somewhat incoherent.
Call to Action
0.70
@Keshensohl
Mar 4, 2025
...What's it going to take to impeach Trump and get rid of him and the Electric Swasticar guy ?...
...What's it going to take to impeach Trump and get rid of him and the Electric Swasticar guy ?...
Calls for impeachment of Trump and removal of another figure, with sarcastic/mocking tone ('Electric Swasticar guy').
@WillardTrafton-v4l
Mar 4, 2025
Can't wait for our economy to tank so we can dump trump
Can't wait for our economy to tank so we can dump trump
Expresses desire for economic collapse as a means to remove Trump, combining economic anxiety with political action.
@lindaschaeffer9183
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)