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
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
Urges Canada to take military/defensive action regarding NATO and Ukraine, framed with security concerns.
@deborahmeghan5583
Mar 4, 2025
Yes someones finally addressing the issue
Yes someones finally addressing the issue
Brief affirmation that someone is finally addressing the issue, implicitly encouraging engagement with the video's message.
Call to Action
0.70
HerpadalioHD
Jan 28, 2026
Sorry I mean resign again\nAgneta with friends in EU sweden
Sorry I mean resign again\nAgneta with friends in EU sweden
Fragmented comment calling for resignation while referencing EU connections, appears to be policy critique with action demand.
@Agnetha-z2d
Mar 4, 2025
Don't negotiate with terrorists....walk away from america
Don't negotiate with terrorists....walk away from america
Urges Canada to withdraw from negotiations and distance itself from the US, framed as comparative positioning.
claudeducharme007
Jan 3, 2026
Come on America stand up show this fool what you think of him trump must go
Come on America stand up show this fool what you think of him trump must go
Calls on Americans to oppose Trump and Trudeau, framing as us-vs-them with action-oriented language.
@zazee6480
Mar 4, 2025
Trump is the Enemy within! Our only Hope is Vigilantes taking him out!
Trump is the Enemy within! Our only Hope is Vigilantes taking him out!
Frames Trump as an existential threat and implicitly calls for vigilante action, mixing fear-based rhetoric with advocacy.
@Solitarywtch
Mar 4, 2025
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Calls for boycott of a brand based on unverified claims about political donations, mixing activism with unsubstantiated factual assertions.
@Raspberry_pi-pie
Mar 4, 2025
Maybe Trudeau should make himself available to be the next UN Secretary General.
Maybe Trudeau should make himself available to be the next UN Secretary General.
Suggests Trudeau pursue a specific political position, implicitly urging a course of action.
Call to Action
0.70
@ulricgordon8586
Mar 4, 2025
Canada needs ICE urgently.
Canada needs ICE urgently.
Advocates for ICE (likely Immigration and Customs Enforcement), framed as an urgent policy need, combining critique with implicit call for action.
BasedMisatoSpeaks1488
Jan 27, 2026
turn the fuckin lights off, we deserve it at this point.
turn the fuckin lights off, we deserve it at this point.
Expresses frustration and urges action (turning off lights) as a form of protest or resistance, with underlying threat/defiance sentiment.
@charlesk7687
Mar 4, 2025
Trump let’s shut the border down.
Trump let’s shut the border down.
Urges Trump to take a specific action (shut the border down), functioning as a direct appeal to a political figure.
Call to Action
0.70
@insearchoftreasureguy4592
Mar 4, 2025
Canada needs ICE
Canada needs ICE
Brief statement advocating for ICE (Immigration and Customs Enforcement), suggesting support for stricter immigration enforcement.
MayWeRemainFriendForever
Jan 27, 2026
#STANDCAN #FckTRUMP
#STANDCAN #FckTRUMP
Hashtag-based call to support Canada and opposition to Trump, with potential satirical tone in the hashtag format.
@MettaYetta
Mar 4, 2025
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
Urges the video creator to investigate a specific ethnic group's business practices, framing it as a phenomenon worthy of scrutiny.
PhoenixPestControlTN
Jan 27, 2026
Cancel.suspend aNy further transactions. Wash hands get back to American buisness.\n Considering threats fuuck Canada. Incompetent politicians= opinions of a boy
Cancel.suspend aNy further transactions. Wash hands get back to American buisness.\n Considering threats fuuck Canada. Incompetent politicians= opinions of a boy
Calls for economic action (suspending transactions) and criticizes Canadian politicians, though the message is incoherent.
@JCanes-zz1zr
Mar 4, 2025
I wish there was a way to undo DT’s election as president
I wish there was a way to undo DT’s election as president
Expresses a wish/desire for action (undoing an election), functioning as an implicit call for political change.
Call to Action
0.70
@m2gautam
Mar 4, 2025
Give truck driver's their money back
Give truck driver's their money back
Demands restitution for truck drivers, framed as a direct call for corrective action.
Call to Action
0.70
@danielvillagrana3131
Mar 4, 2025
I am an American citizen. I stand with Canada. ??
I am an American citizen. I stand with Canada. ??
Urgent demand for political leadership to take stronger action on an unspecified issue.
Call to Action
0.70
@josebaez7116
Mar 4, 2025
DOUBLE IT IN 2026
DOUBLE IT IN 2026
Urges doubling immigration numbers by 2026, framed as a directive or demand for policy change.
Call to Action
0.70
courtney495
Jan 22, 2026
Make 50percent tariffs for canada President trump 4 this kind of leaders,Maga?????
Make 50percent tariffs for canada President trump 4 this kind of leaders,Maga?????
Commenter urges Trump to impose tariffs on Canada while invoking MAGA rhetoric, combining a call for action with nationalist framing.
@KingKing-dy5vu
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)