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
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
Look man, cut that power off ?
Look man, cut that power off ?
Appears to urge action ('cut that power off'), though the meaning is ambiguous and could be metaphorical or unclear.
Call to Action
0.65
@MilesLong-d5u
Mar 4, 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
Thank liberal voters
Thank liberal voters
Blames liberal voters for immigration policy while implicitly urging political action against them.
GianlucaDimaddalena
Aug 27, 2025
It's time to put Canada out of business
It's time to put Canada out of business
Urges action against Canada framed as an economic threat, combining hostile intent with policy language.
@Bubbabodine
Mar 4, 2025
Canada can pony up!!!!!!!! TRUMP??????
Canada can pony up!!!!!!!! TRUMP??????
Urges Canada to take action ('pony up') in response to Trump, with nationalist undertones about Canadian identity.
@eby2257
Mar 4, 2025
100% Tesla No more power to US
100% Tesla No more power to US
Cryptic call to reduce US influence, possibly advocating for economic or political action against the US.
Call to Action
0.65
@gm2282
Mar 4, 2025
Justin please don't quit
Justin please don't quit
Direct plea urging a political figure to continue in office.
Call to Action
0.65
@jefferyderkinderen5451
Mar 4, 2025
Those who voted for Trump here is a message for all of you FAFO now is when you realize ???
Those who voted for Trump here is a message for all of you FAFO now is when you realize ???
Comment urges Trump voters to recognize consequences ('FAFO'), functioning as a call to reflection/accountability with moral undertones about facing consequences.
@dakotaxu4792
Mar 4, 2025
I think Republicans' rights to vote should be provoked
I think Republicans' rights to vote should be provoked
Advocates for restricting voting rights as a political action, though the phrasing is unclear and potentially sarcastic.
Call to Action
0.65
@OfficialLewisOlantern
Mar 4, 2025
Of all these people in this comment section, are you guys gonna leave or you guys sit here and take this ???
Of all these people in this comment section, are you guys gonna leave or you guys sit here and take this ???
Rhetorical question urging people to take action (leave or resist) in response to perceived injustice, with implicit threat framing.
@drodriguez3935
Mar 4, 2025
Why you are afraid \nTake care of Canada
Why you are afraid \nTake care of Canada
Urges Canada to take care of itself and not be afraid, functioning as a rallying call for national self-protection and resilience.
Call to Action
0.65
@Peace-q3k
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
Support Canada. Europe welcomes Canadian products.
Support Canada. Europe welcomes Canadian products.
An exhortation to support Canada with a comparative reference to Europe, mixing nationalist sentiment with trade messaging.
@S.RMarigold
Mar 4, 2025
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
WELL DONALD....YOUR MOVE.
WELL DONALD....YOUR MOVE.
Appears to be urging Trump to respond or take action in response to Trudeau's speech.
Call to Action
0.65
@RidersInBlack
Mar 4, 2025
Talk to Putin and Zelenkyj, and Get a deal, that will last for 1000 year, and you will have friends for long time.maybe forever.
Talk to Putin and Zelenkyj, and Get a deal, that will last for 1000 year, and you will have friends for long time.maybe forever.
Urges political leaders to negotiate a peace deal, though the connection to Canadian immigration is unclear.
Call to Action
0.65
@GunnarAndersen-ee5hx
Mar 4, 2025
a week from now you will be swallowing your words.
a week from now you will be swallowing your words.
A vague prediction/challenge urging someone to reconsider their position, though the context is unclear without the video.
Call to Action
0.60
@mickeylucas
Mar 4, 2025
Go after Donald Trump lock hem up we loved Ukraine in Canada where is American people
Go after Donald Trump lock hem up we loved Ukraine in Canada where is American people
Fragmented call to prosecute Trump with assertion of Canadian identity and values regarding Ukraine support.
@edwardwhithley793
Mar 4, 2025
Return to SANITY!!!
Return to SANITY!!!
Vague exhortation to return to 'sanity,' functioning as a rallying cry with implied criticism of current policy.
meltuchman3280
Apr 16, 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)