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
To all Americans here supporting Canada thank you. However telling us you are sorry or that you support us isnt enough. Turn your words into actions. Call your house reps and senators and tell them …
To all Americans here supporting Canada thank you. However telling us you are sorry or that you support us isnt enough. Turn your words into actions. Call your house reps and senators and tell them you dont want these tariffs.
Explicitly urges Americans to contact representatives and take concrete political action against tariffs while expressing solidarity with Canada.
@SPAMMAN123456789
Mar 4, 2025
Please turn down the oil export to the states by 50% and also the electricity.
Please turn down the oil export to the states by 50% and also the electricity.
Commenter urges specific policy action (reduce oil/electricity exports) as a response to trade tensions.
@jeffmill6683
Mar 4, 2025
I'm American and I didn't vote for Trump. He needs to be impeached and removed from office.
I'm American and I didn't vote for Trump. He needs to be impeached and removed from office.
Asserts personal identity as non-Trump voter and calls for impeachment/removal action.
@Elegance2104
Mar 4, 2025
Every US Ally should immediately cease all relations and commerce with the USA until we depose this orange psychopath from the Oval Office, that should send a clear message about what the world thinks of …
Every US Ally should immediately cease all relations and commerce with the USA until we depose this orange psychopath from the Oval Office, that should send a clear message about what the world thinks of Traitors and Tyrants. US Military Vet.
Urges allied nations to take concrete economic action (cease relations) against the US, framed as a moral stance against 'Traitors and Tyrants.'
@peterlongprong7521
Mar 4, 2025
Under a conservative government Michelle would fix it Vote smarter next time.
Under a conservative government Michelle would fix it
Vote smarter next time.
Urges voting for a different political party while implying current policy failures, functioning as a political call to action.
Stormshfter
Feb 24, 2026
I'm ashamed of my country. Most of us do not want this. It's time to overthrow our government .
I'm ashamed of my country. Most of us do not want this. It's time to overthrow our government .
Expresses shame in country and explicitly calls for overthrowing the government, framed as a moral imperative.
@amyflemming9778
Mar 4, 2025
Trump must be impeached.
Trump must be impeached.
Direct call for Trump's impeachment, urging political action against the former president.
@jaybeeamazingstreettour
Mar 4, 2025
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
Urges others to share the video with specific political figures to prompt action.
Call to Action
0.85
freeguy3751
Jan 28, 2026
Canada needs ICE.
Canada needs ICE.
Calls for ICE (immigration enforcement agency) intervention, advocating for stricter immigration enforcement.
Call to Action
0.85
fashioniconjaylienkay
Jan 28, 2026
I hope you reported this safe house to the authorities.
I hope you reported this safe house to the authorities.
Urges the commenter to report something to authorities, a direct call for specific action.
Call to Action
0.85
sanjurohokusai
Jan 28, 2026
I want to see the conservatives just startbto snap on these interviews
I want to see the conservatives just startbto snap on these interviews
Urges political actors (conservatives) to take aggressive action in public discourse.
Call to Action
0.85
jasonl7176
Feb 24, 2026
DEPORT HINDUS back to INDIA.
DEPORT HINDUS back to INDIA.
Direct call for deportation of a specific ethnic/religious group, framed as policy demand.
hskkumar2605
Jan 28, 2026
Do it Trudeau, have some balls. Cut off the LNG.
Do it Trudeau, have some balls. Cut off the LNG.
Urges Trudeau to take action (cut LNG) while asserting Canadian identity through masculine bravado framing.
@L154N4LG4IB
Mar 4, 2025
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Requests the creator investigate similar issues in California locations and explicitly urges action with multiple exclamation marks.
EggGods47
Jan 28, 2026
STOP USING words like "INVASION"
STOP USING words like "INVASION"
Commenter is urging others to stop using inflammatory language ('invasion') in immigration discourse.
jimmyblaze187
Jan 28, 2026
MASS DEPORTATIONS. NO TRIALS. ASSETS SEIZED.
MASS DEPORTATIONS. NO TRIALS. ASSETS SEIZED.
Explicit demand for extreme enforcement action (mass deportations without due process), framed as urgent policy demand.
Chomokilla88
Jan 28, 2026
It will hurt but maybe this will wake up some of those that voted for him. Go Canada
It will hurt but maybe this will wake up some of those that voted for him. Go Canada
Urges voters to wake up and reconsider their choices, framed as a moral imperative for Canada's future.
@BonnieOlson-d1l
Mar 4, 2025
Huge number of people here in the UK boycotting all products from USA until trump is ousted
Huge number of people here in the UK boycotting all products from USA until trump is ousted
Describes a boycott movement (call to action) while comparing US and UK contexts.
@LuckyNumbersGame
Mar 4, 2025
Congress step up and impeached this guy as a traitor.
Congress step up and impeached this guy as a traitor.
Directly urges Congress to take impeachment action against a political figure framed as a traitor.
Call to Action
0.85
@michaelrichardson8692
Mar 4, 2025
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We …
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We lived like the old saying "I can change them" and we learned that we can't! They want to change us, not assimilate. The liberals have destroyed our country for votes- it makes me sick.
Demands mass deportation and elimination of services, expressing demographic anxiety and framing immigration as cultural threat.
AshleyJolienne
Feb 23, 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)