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
If you voted for trump and you think this is good for America or middle class Americans you’re a damn fool
If you voted for trump and you think this is good for America or middle class Americans you’re a damn fool
Condemns Trump voters as foolish, implicitly urging against supporting his policies, with moral judgment embedded.
@teetortother4825
Mar 4, 2025
Don't buy arms from either USA or Russia. Worls will be peaceful.
Don't buy arms from either USA or Russia. Worls will be peaceful.
Directive urging action (don't buy arms) framed as moral imperative for global peace.
@basavarajnandargi4204
Mar 4, 2025
Bike guy is keeping it real. He should replace their politicians.
Bike guy is keeping it real. He should replace their politicians.
Suggests a specific person should replace politicians, implying support for political action or change.
Call to Action
0.75
termiterasin
Jan 27, 2026
America has a incompedent toddler as leader!! Impeach!!!
America has a incompedent toddler as leader!! Impeach!!!
Criticizes Trump's competence and explicitly calls for impeachment as a political action.
@veenacriddle1207
Mar 4, 2025
can you do inside Minnesota invasion of the Spanish and Somali next?
can you do inside Minnesota invasion of the Spanish and Somali next?
Requests the creator produce similar content about immigration patterns in Minnesota, comparing different geographic contexts.
RajParmessar
Jan 29, 2026
Good questions! Make this motion!
Good questions! Make this motion!
Expresses support for the video's questions and urges formal action through a motion.
jane7354
Sep 29, 2025
I hope others countries will also raise tariffs on America so America will crash!!
I hope others countries will also raise tariffs on America so America will crash!!
Expresses hope for economic harm to America and implicitly urges other countries to take retaliatory action.
@BubbleGum-f8f
Mar 4, 2025
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
Commenter urges others to do independent research rather than believe headlines, while asserting American superiority.
@matthaynes914
Mar 4, 2025
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
Calls for deportation while making contradictory claims about rule-following, with nationalist framing.
cvxbn4167
Sep 30, 2025
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Calls for removal of Trump while making moral accusations about dishonesty, though the comment ends abruptly.
@brycejohnson3273
Mar 4, 2025
USA must remove Trump. He doesn't know shit about foreign policies for USA influences.
USA must remove Trump. He doesn't know shit about foreign policies for USA influences.
Urges removal of Trump while criticizing his foreign policy competence; combines action-oriented demand with policy critique.
@kevinniekolomat9295
Mar 4, 2025
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because …
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because all you do is talk and take no action.
Urges critics to either relocate, enlist, or stop complaining; combines moral judgment with action-oriented demands.
@kamilasalamonova9711
Mar 4, 2025
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
Calls for international tariffs against the US while framing the country as a threat to global wellbeing.
@drin5656
Mar 4, 2025
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because …
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because that’s the only way American voters will understand what he is doing. America needs to revolt and end his reign of stupidity, because this is just the beginning of his\ntyrannical dictatorship.
Urges aggressive economic retaliation and calls for American citizens to revolt against their leader.
@richardmichael59
Mar 4, 2025
purge then all
purge then all
Vague call to remove or eliminate immigrants, expressing extremist sentiment with minimal elaboration.
ynachoi5072
Sep 30, 2025
Hope someone to handle this crisis all fraud
Hope someone to handle this crisis all fraud
Calls for someone to address immigration fraud crisis, expressing frustration with government handling.
rezazeinizadeh9541
Oct 1, 2025
Canada should teach a lesson by increasing tarrif on electricity which it supplies to Idiot Musk and Trump country.
Canada should teach a lesson by increasing tarrif on electricity which it supplies to Idiot Musk and Trump country.
Urges Canada to retaliate against the US by increasing tariffs on electricity exports, combining economic argument with a call for action.
@AShu-ey9zu
Mar 4, 2025
Trudeau shall lead North Merica. NOT TRUMP, NEXT 3 YRS!
Trudeau shall lead North Merica. NOT TRUMP, NEXT 3 YRS!
Expresses political preference for Trudeau over Trump with implicit support for Canadian leadership.
@ArtemioMarifosque
Mar 4, 2025
I wonder what Carney thinks of this this needs to go to the house of commons
I wonder what Carney thinks of this this needs to go to the house of commons
Expresses concern about a political figure's position and urges escalation to parliament.
marlabrown1753
Sep 30, 2025
Deport all illegal fraud people in the name of student shame on them
Deport all illegal fraud people in the name of student shame on them
Demands deportation of illegal immigrants and fraudulent students, framed as a policy action.
mohamedsiddiqi4406
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)