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
As Americans we all need to band together.
As Americans we all need to band together.
Urges Americans to unite, combining a call for collective action with assertion of shared national identity.
@johnsomerville2681
Mar 4, 2025
this is a great news for Canadian !!! Keep Up. Canada will spend more taxpayers money as the more asylum people are accepted by immigration. Stop Any Kind of Immigration Temporarily.
this is a great news for Canadian !!! Keep Up.
Canada will spend more taxpayers money as the more asylum people are accepted by immigration.
Stop Any Kind of Immigration Temporarily.
Expresses support for deportations while calling for a temporary halt to all immigration, framed as urgent action needed.
juanserrano5580
Dec 24, 2025
You, as Americans, have to remove Trump and his cronies from office. He is destroying your country. He is CRAZY! He is a threat to world security.
You, as Americans, have to remove Trump and his cronies from office. He is destroying your country. He is CRAZY! He is a threat to world security.
Urges Americans to remove Trump from office while expressing fear about his threat to global security.
@adppositiveapproachtocare45
Mar 4, 2025
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for …
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for all. Part of my lineage is from Quebec, and here USA. We all need to help each other. Laser focus to arrest and put in prison all drug terrorists should be everyone's focus. The wars elsewhere are sidetracking the two of you from standing side by side with one another, as you mention you usually do. Two friends, two parallel united goals, yet I do agree, again, that you said an enemy would rather divide you two than to see you both Triumph over evil! So PM Trudeau, get on the phone with President Donald, and the two of you tackle it out, include a .PPT write-up with solutions that both of you know is good overall, both instant, immediate and longer term. May God's Holy Hands be upon you and surround you, with the love of my Savior, Christ Jesus! Thank you! I love you all.
Urges Trudeau and Trump to negotiate and cooperate, with appeals to shared values and unity.
@GoldieAnne-x8r
Mar 4, 2025
This guy still in power ? Come on Canada be better !
This guy still in power ? Come on Canada be better !
Urges Canada to remove Trudeau from power; combines criticism with implicit call for political action.
@Hurricanevegas
Mar 4, 2025
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Unless there's mass public protests and congress accountability America will continue to slide into authoritarianism.
Urges public protests and congressional accountability to prevent authoritarianism, framed as a threat to democracy.
@ethancoster1324
Mar 4, 2025
#canadaStrong #donald we will fight back. You are now on your own.
#canadaStrong #donald we will fight back. You are now on your own.
Uses hashtags and patriotic framing to mobilize Canadian resistance against US actions, calling for collective response.
@optimalperformanceconsulta5813
Mar 4, 2025
Bro...we need to stop letting people into this beautiful country.
Bro...we need to stop letting people into this beautiful country.
Urges restrictive immigration policy ('stop letting people in') framed as protective of the nation, with underlying anxiety about demographic change.
JGburneraccount
Jan 29, 2026
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
Expression of desire for provincial separation with intent to exclude immigrant populations, framed as autonomous action.
braydondavidson1421
Jan 29, 2026
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Seeks information on how to support Canada through consumer purchasing decisions.
@michelleclark9723
Mar 4, 2025
Deport em all
Deport em all
Direct call for mass deportation, framed as urgent action against perceived threat.
evangraham6412
Jan 27, 2026
this is a heads up stop depending on the us for everything
this is a heads up stop depending on the us for everything
Urging Canadians to reduce dependence on the US, framed as strategic advice.
@elrapidoo1
Mar 4, 2025
The Americans have made it clear, they are not to be trusted, and will always be the enemy of the free world. We in Canada should close our border to all American travel
The Americans have made it clear, they are not to be trusted, and will always be the enemy of the free world. We in Canada should close our border to all American travel
Compares Canada to the USA negatively and urges border closure as a specific policy action.
@darthwingnut464
Mar 4, 2025
I stand with Canada as well THOSE WHO VOTED FOR TRUMP THIS IS WHAT WE GET FOR THE NEXT 3 YEARS AND A HALF YEARS.....
I stand with Canada as well THOSE WHO VOTED FOR TRUMP THIS IS WHAT WE GET FOR THE NEXT 3 YEARS AND A HALF YEARS.....
Urges Trump voters to recognize consequences of their vote, functioning as a call to reconsider political choices.
@jermainemitchell2002
Mar 4, 2025
They should have the SIN numbers cancelled and all other benefits
They should have the SIN numbers cancelled and all other benefits
Advocates for punitive government action against immigrants by revoking social benefits and identification numbers.
LeeGovender007
Mar 3, 2026
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that …
Canada needs to get together with EU, Mexico, UK, Australia, Japan, etc. to prevent depression. Together we can manage through these dark times. EU countries will buy ALL of the oil, gas and minerals that Canada can sell. Europe is energy and resource hungry.
Urges Canada to form alliances with other nations and leverage resources, framing this as a strategic response to current challenges.
@DropB
Mar 4, 2025
Deport!!!!’
Deport!!!!’
Minimal statement urging deportation, functioning as a direct call for removal action against immigrants.
Jepayepasurssaf
Feb 18, 2026
Trump, I have nothing but expletives for you along with total disdain. The day you are removed for treason and everything else you're doing to this country and our people will be the day I …
Trump, I have nothing but expletives for you along with total disdain. The day you are removed for treason and everything else you're doing to this country and our people will be the day I laugh and dance and party in the streets. It's all coming for you and you partners in crime. Can't wait to watch you all fall!!!!
Expresses desire for Trump's removal and legal consequences, implicitly calling for action against him.
@Sammarie-n8y
Mar 4, 2025
I have a good idea all you guys from different states come together with us usa citizens and take trump out of office cuz we need someone with brains ?
I have a good idea all you guys from different states come together with us usa citizens and take trump out of office cuz we need someone with brains ?
Commenter urges Americans to unite and remove a political figure from office, framing it as a collective action for national benefit.
Call to Action
0.78
@TrumpTheCriminal25
Mar 4, 2025
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Expresses support for a political figure and implicitly urges political change regarding immigration policy.
Call to Action
0.78
SaltyRPNakaNurse
Feb 24, 2026
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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)