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
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
Commenter expresses support for Canada and urges action ('we can dump drump/republicans'), framing this as a future political goal.
@joE-i5w3j
Mar 4, 2025
Impeach that orange idiot!!!!
Impeach that orange idiot!!!!
Calls for impeachment of Trump with strong emotional language expressing moral disapproval.
@1RikAtiC1
Mar 4, 2025
Impeach trump n vance n johnson . Asap . CONSPIRING to destroy our constitution. \nMarket crash\nPicking fights with allies.\nCabinet picks are all special Ed . \nTrshing American defence agency s\nOpenly gives puttin huggs n kisses …
Impeach trump n vance n johnson . Asap . CONSPIRING to destroy our constitution. \nMarket crash\nPicking fights with allies.\nCabinet picks are all special Ed . \nTrshing American defence agency s\nOpenly gives puttin huggs n kisses \nSlaps the faces of every veteran in the world that fought aginst NAZI'S.
Urges impeachment of Trump administration officials while expressing alarm about constitutional threats and foreign policy.
@KerryHagen
Mar 4, 2025
stop refugees and international students .
stop refugees and international students .
Directly urges stopping refugees and international students, framed as a policy demand.
rishi505
Feb 20, 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
More Travel Entrance Fees to Canada for MAGAs. Put tarrif to 50% on American goods
More Travel Entrance Fees to Canada for MAGAs. Put tarrif to 50% on American goods
Proposes specific policy actions (entrance fees, tariffs) targeting Americans, framed as a direct call for protectionist measures.
@Tagahousing
Mar 4, 2025
That is what Trump has been warning us about. Time to act.
That is what Trump has been warning us about. Time to act.
References Trump's immigration warnings and urges action, framing Canada's situation through comparative international lens.
frankspragg5588
Feb 18, 2026
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Urges other countries to impose tariffs on US goods as retaliatory action against Trump's policies.
@kelumV
Mar 4, 2025
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Urges Indian immigrants to take specific action (support homeless) to correct their perceived perspective.
Daddy-6ru
Sep 20, 2025
RESTORE BRITAIN PARTY go look it up and learn something and until that happens nothing else will fix anything
RESTORE BRITAIN PARTY go look it up and learn something and until that happens nothing else will fix anything
Urges others to research a political party and implies it's necessary for national change, with nationalist undertones.
trevismckeegan6299
Feb 17, 2026
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
He's correct, and the GOP should reply this over and over until they get it. Also, voters, these are politicians that we pay to represent our will, not DJT. Lets fix our govt .
He's correct, and the GOP should reply this over and over until they get it. Also, voters, these are politicians that we pay to represent our will, not DJT. Lets fix our govt .
Urges voters and GOP to take action to fix government and ensure politicians represent constituents rather than a specific leader.
@carolrobinson2344
Mar 4, 2025
More ,faster LETS GO LETS GO.
More ,faster LETS GO LETS GO.
Enthusiastic urging for increased and faster immigration action, using motivational language to push for policy change.
Call to Action
0.78
thomasanthony9636
Dec 30, 2025
Vassey should counter this hard when she invites Lieberals on her show.
Vassey should counter this hard when she invites Lieberals on her show.
Urges the video host (Vassey) to challenge political opponents more aggressively on the show.
user-lc8sz2lw8o
Feb 24, 2026
#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
Deport!!!!’
Deport!!!!’
Minimal statement urging deportation, functioning as a direct call for removal action against immigrants.
Jepayepasurssaf
Feb 18, 2026
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream …
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream news, refuses to cover because they are woke trash.
In the U.S., it is Hispanics who are the dominant group, in Canada, it is Indians, We have a lot going on up here.
Urges content creator to produce more Canadian immigration coverage while comparing demographic patterns between U.S. and Canada.
RaisedxFist
Mar 3, 2026
Can you come and do this in Sydney Australia next?
Can you come and do this in Sydney Australia next?
Request for the content creator to replicate the video concept in Sydney, Australia, comparing locations.
lewislibre
Feb 25, 2026
This guy is ruining our relationships with allies. Stand up congress
This guy is ruining our relationships with allies. Stand up congress
Criticizes Trump's foreign policy damage and urges Congress to take action.
@cthruu6033
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)