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
America wake up
America wake up
Exhortatory statement urging Americans to take notice, implicitly contrasting US and Canadian positions.
@louisehicks3285
Mar 4, 2025
All should put taxes to trump not us people but to trump until he leavs white hous
All should put taxes to trump not us people but to trump until he leavs white hous
Urges people to redirect taxes toward Trump rather than domestic spending, framing this as a protest action against current policy.
@Gentz80
Mar 4, 2025
This what happens when you vote for UWM like this lunatic trump.
This what happens when you vote for UWM like this lunatic trump.
Implicitly urges against voting for Trump-like candidates, framing it as consequence of poor electoral choices.
@Yah-Chaser
Mar 4, 2025
Let's let trump come up here become part of the fifty first state, and let trump bring ice and let them do their thing.That's what we need
Let's let trump come up here become part of the fifty first state, and let trump bring ice and let them do their thing.That's what we need
Sarcastically urges extreme political action (US annexation, ICE deployment) as a response to immigration concerns.
naui1980
Sep 20, 2025
Let the leader start telling the truth the word need it
Let the leader start telling the truth the word need it
Urges leadership to tell the truth, framed as a moral imperative for global benefit.
@Idowu-w5y
Mar 4, 2025
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Sarcastically or seriously suggests replacing the prime minister, likely in response to immigration policy disagreement.
tommycooper3292
Jan 27, 2026
This man is being supported by democrats and now he says he don’t want this \n\nNo more help !!!
This man is being supported by democrats and now he says he don’t want this \n\nNo more help !!!
Makes an unsubstantiated claim about Democratic support and calls for withdrawal of aid, though context is unclear.
@rafealrafeal6716
Mar 4, 2025
Fire up the Deportation Cannon
Fire up the Deportation Cannon
Uses hyperbolic/satirical language to call for deportations, blending dark humor with a demand for action.
John-lc2lz
Sep 30, 2025
Switch his electric off
Switch his electric off
Sarcastically urges others to take action against Trump, likely meant as hyperbolic criticism rather than literal instruction.
@johntebbs
Mar 4, 2025
51 needs to happen. USA USA
51 needs to happen. USA USA
Cryptic reference to '51' (likely US statehood) with patriotic exclamation, appears to be calling for political/territorial action.
Call to Action
0.65
Theboarscompany
Jan 27, 2026
Clean Canada up
Clean Canada up
Vague call to action urging cleanup of Canada, likely referring to immigration policy but lacking specificity.
Call to Action
0.65
coreyyaromy8337
Jan 4, 2026
Pls don't mention the Russian president Mr foolish prime minister
Pls don't mention the Russian president Mr foolish prime minister
Cryptic plea to avoid mentioning Russian president and criticism of PM, with implied call for different action/approach.
@MustaphaMKamara-s2l
Mar 4, 2025
Thank liberal voters
Thank liberal voters
Blames liberal voters for immigration policy while implicitly urging political action against them.
GianlucaDimaddalena
Aug 27, 2025
If you want to avoid tariffs, become the 51st state! You won’t win this war!!! Unite for the benefit of the world!
If you want to avoid tariffs, become the 51st state! You won’t win this war!!! Unite for the benefit of the world!
Sarcastically urges Canada to become a U.S. state to avoid tariffs, combining ironic commentary with a provocative suggestion framed as action.
@americanagsolutions
Mar 4, 2025
No more vacationing in Florida.
No more vacationing in Florida.
Terse statement urging boycott of Florida vacations, likely political protest action.
Call to Action
0.65
@7sonero7
Mar 4, 2025
Well let the trade war begin!
Well let the trade war begin!
Expresses anticipation of conflict ('trade war begin') with a tone suggesting either sarcastic call-to-action or alarmist threat framing.
@donkeefe6222
Mar 4, 2025
Y are you Mad \nJust do the Pipeline
Y are you Mad \nJust do the Pipeline
Urges action on pipeline policy while questioning someone's emotional response, mixing exhortation with implicit policy criticism.
@cookinwithmr.smackin
Mar 4, 2025
Piss of thrudshit! We The People Hold The Real Trump Card! So go FQuCKYouSelF!
Piss of thrudshit! We The People Hold The Real Trump Card! So go FQuCKYouSelF!
Aggressive exhortation framed around populist 'We The People' identity assertion, though the comment is incoherent and lacks clear policy focus.
@CashCowCellular
Mar 4, 2025
Bike Guy for PM
Bike Guy for PM
Brief endorsement of a political figure, likely expressing support for an alternative political direction.
Call to Action
0.65
yosemitesaddam
Jan 28, 2026
You tell him. However the Orange BEAST will not hear you?!
You tell him. However the Orange BEAST will not hear you?!
Encourages agreement with a speaker while expressing doubt about reaching a political opponent, mixing solidarity with skepticism.
@karensteffy8698
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)