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
Just want our country back stop all the hand outs send them home students need to return home following there teachings.
Just want our country back stop all the hand outs send them home students need to return home following there teachings.
Demands specific policy actions (stop immigration, end benefits, deportation) while criticizing government spending priorities, with an implicit call to change policy.
deannamclellan7590
Aug 26, 2025
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Urges Canadians to pray and take collective action to address political problems, framed as a religious call to action.
Call to Action
0.82
dawnwheeler432
Aug 25, 2025
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Urges others to relocate to Alberta while sharing personal experience as evidence, combining lived experience with actionable recommendation.
carlospache4706
Aug 25, 2025
Let stand up together as the rest of the NATO as a real brotherhood
Let stand up together as the rest of the NATO as a real brotherhood
Commenter urges collective action and unity among NATO allies in solidarity against external pressure.
@KDa-i6r
Mar 5, 2025
Impeach trump, please and stop this nightmare.
Impeach trump, please and stop this nightmare.
Directly urges impeachment of Trump and frames his presidency as a 'nightmare,' combining a call to action with fear-based language.
@joycecaruth1645
Mar 5, 2025
If you want to hurt US, you need to target their tech industry. A huge part of their economy relies on them. Add tariffs on Meta, SpaceX, Tesla, Google, Amazon, OpenAI, and make stricter regulations …
If you want to hurt US, you need to target their tech industry. A huge part of their economy relies on them. Add tariffs on Meta, SpaceX, Tesla, Google, Amazon, OpenAI, and make stricter regulations for them and ban them if you must. The only thing that can stop Trump is if Elon and his tech bros starts whining.
Urges Canada to target US tech industry with tariffs and regulations as a strategic response to Trump.
@thegreatkeljb
Mar 5, 2025
I am so ashamed of my government's actions towards Canada and Mexico that it isn't even funny. Trump needs to be impeached removed from office and imprisoned.
I am so ashamed of my government's actions towards Canada and Mexico that it isn't even funny. Trump needs to be impeached removed from office and imprisoned.
Expresses shame about government actions and explicitly calls for Trump's impeachment, removal, and imprisonment.
@clukcluk
Mar 4, 2025
Resign justin. Your country hates you.
Resign justin. Your country hates you.
Directly urges Trudeau to resign, claiming national sentiment against him.
@frazazzled3633
Mar 4, 2025
I wish the American people would stand up to the bully... someone please help us get rid of the clowns sitting in The Whitehouse!
I wish the American people would stand up to the bully... someone please help us get rid of the clowns sitting in The Whitehouse!
Urges Americans to resist Trump administration ('stand up to the bully'), calling for collective action and help.
@jeimyrojas5515
Mar 4, 2025
Should block the oil going out of Canada to the us. Sell it elsewhere and get rich
Should block the oil going out of Canada to the us. Sell it elsewhere and get rich
Proposes a specific economic action (blocking oil exports to US, selling elsewhere) framed as a way to increase national wealth.
@tommm.1538
Mar 4, 2025
Any US Citizen Who has been told to Get out of their OWN COUNTRY!! I know you don’t want to leave you love your country like us. But come on over.
Any US Citizen Who has been told to Get out of their OWN COUNTRY!! I know you don’t want to leave you love your country like us. But come on over.
Inviting US citizens to immigrate to Canada, framed as a welcoming call to action for those dissatisfied with their country.
@thesmurfman14
Mar 4, 2025
Canada needs to close the borders, initiate brown outs to Canada powered US states, and STOP buying damn Tesla's and boycott other Musk businesses along with Trump businesses. They are nothing without their money!! Musk …
Canada needs to close the borders, initiate brown outs to Canada powered US states, and STOP buying damn Tesla's and boycott other Musk businesses along with Trump businesses. They are nothing without their money!! Musk has 13 freaking kids.. make him feel the child support!
Urges specific actions (close borders, boycotts, initiate brownouts) with nationalist framing, primarily functioning as a mobilization call.
@kellystewart2659
Mar 4, 2025
Well spoken. It is high time Americans do something.
Well spoken. It is high time Americans do something.
Praises the speaker and urges Americans to take action ('do something'), combining solidarity with implicit call for political mobilization.
@OlusinaDARAMOLA
Mar 4, 2025
?Ok this is enough, when will we actually wake up? We don't need any type of war. We need a person who can be diplomatic. The Trump joke is over, he and his team needs …
?Ok this is enough, when will we actually wake up? We don't need any type of war. We need a person who can be diplomatic. The Trump joke is over, he and his team needs to go. How much more will US lose?
Urges collective awakening and removal of current leadership while criticizing lack of diplomacy and questioning national losses.
@whatshappeningnow6374
Mar 4, 2025
Trudeau is such a loser. Election now!!!
Trudeau is such a loser. Election now!!!
Combines personal judgment of Trudeau with explicit call for immediate election action.
@dangerous3184
Mar 4, 2025
Trudeau you need to resign you have a hatred attitude Be a smart guy yourself and try to work with the President of America Take your big car plan business to America so you don’t …
Trudeau you need to resign you have a hatred attitude Be a smart guy yourself and try to work with the President of America Take your big car plan business to America so you don’t need to pay any tariffs Well you do send your vehicles to America
Directly urges Trudeau to resign and change his approach, combined with criticism of his negotiation strategy.
@maryedward6665
Mar 4, 2025
the absolute best thing that Trudeau could do right now, as a patriot. is to call the election and step aside
the absolute best thing that Trudeau could do right now, as a patriot. is to call the election and step aside
Urges the Prime Minister to call an election and step aside, framed as patriotic action.
@jtcrocker6716
Mar 4, 2025
I stand with u Canada. Am boycotting all American products.
I stand with u Canada. Am boycotting all American products.
Expresses support for Canada while urging a specific consumer action (boycotting American products) in response to perceived conflict.
@tiongloo3473
Mar 4, 2025
Block USA from 5 eyes while they remain compromised. Can’t have our intel going from Whitehouse to kremlin.
Block USA from 5 eyes while they remain compromised. Can’t have our intel going from Whitehouse to kremlin.
Urges Canada to take specific action (block USA from intelligence alliance) based on security concerns about US government compromise.
@debugin1227
Mar 4, 2025
Canada setup a way for Americans to circumvent Trumps BULLSHIT tariffs on your country…I’d Subscribe to HELP CANADA BEAT TRUMP
Canada setup a way for Americans to circumvent Trumps BULLSHIT tariffs on your country…I’d Subscribe to HELP CANADA BEAT TRUMP
Urging subscription and support for Canada against Trump's tariffs, combining solidarity with a direct call to action.
@scottljunggren
Mar 4, 2025
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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)