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
We need negative migration.
We need negative migration.
Advocates for a specific policy position (negative migration) as a directive statement.
christianrobertdemassy900
Feb 26, 2026
Sorry, we have a stupid uneducated clown in the White House. We are trying to FIRE him.
Sorry, we have a stupid uneducated clown in the White House. We are trying to FIRE him.
Expresses personal frustration with current leadership and calls for removal ('FIRE him'), while asserting 'we' identity as distinct from the criticized leader.
@bernarojo65
Mar 4, 2025
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be …
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be a realist dont be crippled by something thats not true.
Urges people to 'speak your truth' and resist accusations of racism, framing it as a moral imperative to overcome perceived censorship.
jimboslice617
Jan 27, 2026
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from …
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from his first term, then ask why Trump was so eager to flush all that good away. \n\nPeople will remember, Donald. Voters will remember.
Advises Trudeau on negotiation strategy and appeals to voters to remember Trump's record, urging political action.
@alexs.8401
Mar 4, 2025
MAKE CANADA GREAT AGAIN
MAKE CANADA GREAT AGAIN
Political slogan implying Canada needs restoration, functioning as a rallying cry with nationalist undertones.
nowornever9327
Mar 3, 2026
The world hates you Trudeau. Go to prison
The world hates you Trudeau. Go to prison
Calls for Trudeau's imprisonment while making a moral judgment about global disapproval, with action-oriented language.
@HennaJärvinen
Mar 4, 2025
Pls do the Chinese community in NY
Pls do the Chinese community in NY
Commenter requests the content creator produce similar content about another ethnic community.
Call to Action
0.75
UFC--ty3mt
Jan 27, 2026
Trudeau just needs to call an election
Trudeau just needs to call an election
Urges Trudeau to call an election as a specific political action.
Call to Action
0.75
@oliverclosehoff8036
Mar 4, 2025
Check out Kipling and Dixon next, the Somali community there…….The White Buildings
Check out Kipling and Dixon next, the Somali community there…….The White Buildings
Commenter requests coverage of specific communities and locations, urging the creator to examine other areas for comparison.
TheSteelCanadian
Jan 27, 2026
Can you Canadians maybe ask your King to have his other countries put tariffs on us down here in the US? What's the point of having one if you don't ask him for a little …
Can you Canadians maybe ask your King to have his other countries put tariffs on us down here in the US? What's the point of having one if you don't ask him for a little help when bad guys come after you. My country needs to learn a lesson and the faster it happens, the less pain there is for everyone.
Urges Canadians to seek help from their monarchy against US tariffs, framed as comparative advice between nations.
@yonyon_bdc
Mar 4, 2025
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Suggests Canada coordinate with other nations to take economic action against the USA.
@123Ryanist
Mar 4, 2025
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Urges action against those purchasing American cars, framing it as a loyalty/citizenship issue tied to national identity.
@nwaiser9287
Mar 4, 2025
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Urges Canada to join the EU and build a border wall; tone suggests ironic/sarcastic commentary on geopolitical tensions.
@MarkRobinson-p5i
Mar 4, 2025
usa, canada, australia: open your eyes and kick the garbage out.
usa, canada, australia: open your eyes and kick the garbage out.
Urges multiple countries to take action ('kick the garbage out'), using dehumanizing language toward immigrants.
julioc.7760
Jan 27, 2026
Do Dearborn, Michigan next 👀
Do Dearborn, Michigan next 👀
Request for content creator to focus on another location with immigrant populations, implying demand for similar critical coverage.
Call to Action
0.75
iamanabdullah7972
Jan 28, 2026
Canazuela needs liberation! MCGA !
Canazuela needs liberation! MCGA !
Uses satirical language ('Canazuela') to call for political action, blending mockery with an implicit political message.
Marc-vp9cs
Jan 28, 2026
Send them back asap boo hoo 😅😅😅
Send them back asap boo hoo 😅😅😅
Calls for deportation of immigrants with dismissive tone and emojis suggesting sarcastic or mocking intent.
David-g4u3e
Jan 26, 2026
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Urges Trump to maintain a hardline stance ('Hold firm', 'Don't cave') while framing it as a struggle between opposing sides.
@thevarietyshow7777
Mar 4, 2025
Depose expel Trump and co already!\nWhat's the 2nd amendment for?
Depose expel Trump and co already!\nWhat's the 2nd amendment for?
Urges removal of Trump and references the Second Amendment, implying violent action as a solution.
@AIBot-d5r
Mar 4, 2025
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Urges retaliatory economic action (tariffs, cutting utilities) while asserting Canadian unity and identity against the US.
@allenyamasaki7978
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)