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
Call to Action
2,768 comments
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
Urges voters to reverse Trump's election through impeachment, a call for political action.
Call to Action
0.75
@RosesGibbs
Mar 4, 2025
Thanks Trump and all you idiots that voted for him! Look what you've done! Brainless clods!
Thanks Trump and all you idiots that voted for him! Look what you've done! Brainless clods!
Blames voters for consequences and uses accusatory language to implicitly urge accountability, though primarily venting frustration at political choices.
@Whiskey150
Mar 4, 2025
As much as I hate the idea of Americans suffering at the hands of Trump, I think PM Trudeau should cut Niagara power to the American side! Trump wants to play games, then Canada should …
As much as I hate the idea of Americans suffering at the hands of Trump, I think PM Trudeau should cut Niagara power to the American side! Trump wants to play games, then Canada should stop the flow of everything coming into the U.S. just to show DJT how tariffs really work!
Urges PM Trudeau to take specific retaliatory action (cutting power/tariffs) in response to Trump's policies.
@zivagoldman2001
Mar 4, 2025
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Encourages the creator to continue 'exposing' while using dehumanizing language, combining support with inflammatory rhetoric.
WillNelson-u7p
Jan 27, 2026
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
Urges attention to video analytics as evidence of American disagreement with government, framing Americans as a unified group against leadership.
@laurabrim5062
Mar 4, 2025
Ban CNN from the oval office!
Ban CNN from the oval office!
Urges a specific action (banning CNN from the oval office) directed at authorities or supporters.
Call to Action
0.75
@athomenotavailable
Mar 4, 2025
Massive Deportation Button ———>
Massive Deportation Button ———>
Implies urgent action needed (deportation) framed as a solution to an implied threat.
SlightlyUnhingedd
Jan 27, 2026
Canada needs its own version of ICE. An ICE that does its job but at the meantime doesn't go unchecked.
Canada needs its own version of ICE. An ICE that does its job but at the meantime doesn't go unchecked.
Advocates for creating a Canadian immigration enforcement agency modeled on U.S. ICE with accountability measures.
TedS--MCGA
Feb 21, 2026
WE WILL NOT BACK DOWN THEY HAVE A FIGHT ON THEIR HANDS WE WERE WILLING TO STOP TRADING WE WILL SEE WHAT WILL HAPPEN TO OUR RELATIONSHIP I WILL TELL YOU WHAT WILL HAPPEN TO …
WE WILL NOT BACK DOWN THEY HAVE A FIGHT ON THEIR HANDS WE WERE WILLING TO STOP TRADING WE WILL SEE WHAT WILL HAPPEN TO OUR RELATIONSHIP I WILL TELL YOU WHAT WILL HAPPEN TO THE USA WILL NOT WIN THEY WILL LOSE THIS IS THEIR LAST CHANCE THEY CAN MAKE THIS STOP TRUMP HAS TO BE STOP NOW ❤???????????????????????????????????????????????
Calls for resistance and confrontation with the US, urging action to stop Trump while expressing threat perception.
@MARILYNNEWTONGIBB
Mar 4, 2025
Country cap now!
Country cap now!
Abbreviated call for immigration caps, expressing demographic anxiety about population limits.
mashiroinoue
Feb 18, 2026
Talk the talk and walk the walk!\nNot your fault idiots voted for Trump!
Talk the talk and walk the walk!\nNot your fault idiots voted for Trump!
Urges action while sarcastically blaming voters for Trump's election, mixing mobilization with ironic commentary.
@markmoody5213
Mar 4, 2025
Too many questions, let’s just have an election 😊
Too many questions, let’s just have an election 😊
Suggests holding an election as a solution, with light sarcasm indicated by the emoji, framing it as an alternative to referendums.
@johnone6159
Feb 20, 2026
F**k all Liberials
F**k all Liberials
Expresses strong opposition to Liberals, implicitly urging political action or change.
Call to Action
0.75
Sierra0011
Feb 28, 2026
They all just need to leave Canada simple as that
They all just need to leave Canada simple as that
Advocates for mass deportation of immigrants with dismissive language, framing immigration as a simple problem requiring removal.
mattpreston7265
Feb 23, 2026
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. …
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. To serve where the bullets fly. Trudy your young enough, grow a pair and confront that lying, murderous dictator, and show the world your worth... you pu....!!
Challenges commenters and Trudeau to take military action against Putin, using aggressive rhetoric to urge confrontation.
@RobertojavierSilvaharth-ub3pz
Mar 4, 2025
START KNOCKING ON DOORS...
START KNOCKING ON DOORS...
Cryptic call to action urging enforcement action, likely referring to immigration enforcement or deportation.
Call to Action
0.75
robertcolle2802
Jan 16, 2026
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Demands action on human trafficking and drugs while criticizing previous inaction, framed as urgent directive.
@PddIFYU
Mar 4, 2025
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
Urges world leaders to publicly confront and criticize another leader, combining a call for action with moral judgment.
@AlonzoWallace51
Mar 4, 2025
Enjoy the U.S. You made the choice to put him in that position. This is the result what you see and experience.
Enjoy the U.S. You made the choice to put him in that position. This is the result what you see and experience.
Implicitly urges Americans to accept consequences of their electoral choice, framing it as accountability for collective action.
@dianaj2098
Mar 4, 2025
MASS DEPORTATION..
MASS DEPORTATION..
Advocates for mass deportation as a policy action, combining demand for government action with implicit policy criticism.
billyvan8362
Jan 6, 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)