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
Push good people too far, and find out. PGPFO!
Push good people too far, and find out. PGPFO!
Cryptic warning urging action ('Push good people too far, and find out'), appears to be a call for resistance or mobilization.
Call to Action
0.70
@lulufulu4867
Mar 4, 2025
Canada hurry up
Canada hurry up
Urgent exhortation for Canada to take action, though vague about what action is needed.
Call to Action
0.70
@markwilson9556
Mar 4, 2025
Lets vote again...emergency situation.. and let's count all the votes...and reinstate those falsely thrown off thevoter rolls (think racist Georgia etc.
Lets vote again...emergency situation.. and let's count all the votes...and reinstate those falsely thrown off thevoter rolls (think racist Georgia etc.
Urges voting and vote recounting while making unverified claims about voter roll purges, mixing actionable demands with factual assertions.
@Aditiji108
Mar 4, 2025
Save canada Australia uk Malaysia
Save canada Australia uk Malaysia
Appears to be urging action to 'save' Canada by listing alternative countries, though the intent is ambiguous and could also be comparative framing.
Call to Action
0.70
malique-y6r
Sep 26, 2025
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
Cryptic call for political action through voting or removal of power, though phrasing is unclear and potentially coded.
Call to Action
0.70
@skooool
Mar 4, 2025
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
Rhetorically questions what will happen when Trump supporters experience economic consequences, implicitly urging reconsideration of political allegiance.
@JamesPatrickCamachoDeleonGuerr
Mar 4, 2025
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
Self-promotion attempting to recruit video creators to contact the commenter for expertise on immigration scams.
SpencerGatten
Jan 27, 2026
I cut off the electricity off to the USA and see how much the people who voted for old donny likes not have electricity in the north east they better buy up wood stoves
I cut off the electricity off to the USA and see how much the people who voted for old donny likes not have electricity in the north east they better buy up wood stoves
Sarcastically threatens to cut electricity to the US while implicitly urging resistance to Trump voters' interests.
@lindaowens933
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 TOO. END THE BULLSHIT!
CANADA NEEDS ICE TOO. END THE BULLSHIT!
Demands Canada adopt ICE-style immigration enforcement, expressing urgency and frustration about immigration crisis.
joshask2880
Sep 23, 2025
Liberals voted for this clowns 🤡
Liberals voted for this clowns 🤡
Urges rejection of Liberal politicians, framing them as responsible for immigration policy.
mAx87iStar
Sep 22, 2025
Do Texas next
Do Texas next
Viewer is requesting the creator produce similar content about Texas, urging a specific action.
Call to Action
0.70
Lowvibzz
Jan 28, 2026
Don’t let him scare us let the trade war begin
Don’t let him scare us let the trade war begin
Urges resistance to intimidation and expresses willingness to engage in trade conflict.
@drakedunning3018
Mar 4, 2025
100% tariff against Tesla
100% tariff against Tesla
Appears to be advocating for or demanding a specific tariff policy action, though context is minimal.
Call to Action
0.70
@lrod2470
Mar 4, 2025
No se pierdan todos contra Trump.\nEviten el dolar, consuman productos Nacionales.
No se pierdan todos contra Trump.\nEviten el dolar, consuman productos Nacionales.
Urges avoidance of US currency and consumption of domestic products as economic resistance strategy.
Call to Action
0.70
@joseluisgutierrez1228
Mar 4, 2025
Let's cut off ALL POWER, to the US for 24 hours! We'll see how that ASSHOLES' Country survives!!
Let's cut off ALL POWER, to the US for 24 hours! We'll see how that ASSHOLES' Country survives!!
Proposes a punitive action against the US while using inflammatory language to express hostility and threat.
@PatGolik
Mar 4, 2025
then leave.
then leave.
A terse directive urging departure, likely directed at immigrants or those supporting immigration.
Call to Action
0.70
tankian8829
Sep 19, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Demands the creator investigate U.S. immigration enforcement instead, with sarcastic identity-based framing about race.
adidvanvitelli3975
Jan 27, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comments: demands investigation of U.S. immigration enforcement with sarcastic racial framing.
adidvanvitelli3975
Jan 27, 2026
Please know that this is TRUMP’S war. He cheated to get into office with the help of putin and his weasels!\nPlease stop this crazy man!!!
Please know that this is TRUMP’S war. He cheated to get into office with the help of putin and his weasels!\nPlease stop this crazy man!!!
Primarily urges action ('stop this crazy man') with unsubstantiated claims about election fraud and foreign interference.
@Cindy-cu8tk
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)